{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction to Seaborn\n",
    "\n",
    "## About the Data\n",
    "In this notebook, we will be working with 2 datasets:\n",
    "- Facebook's stock price throughout 2018 (obtained using the [`stock_analysis` package](https://github.com/stefmolin/stock-analysis))\n",
    "- Earthquake data from September 18, 2018 - October 13, 2018 (obtained from the US Geological Survey (USGS) using the [USGS API](https://earthquake.usgs.gov/fdsnws/event/1/))\n",
    "\n",
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "\n",
    "fb = pd.read_csv(\n",
    "    'data/fb_stock_prices_2018.csv', index_col='date', parse_dates=True\n",
    ")\n",
    "\n",
    "quakes = pd.read_csv('data/earthquakes.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Categorical data\n",
    "A [7.5 magnitude earthquake on September 28, 2018 near Palu, Indonesia caused a devastating tsunami afterwards](https://www.livescience.com/63721-tsunami-earthquake-indonesia.html). Let's take a look at some visualizations to understand what `magTypes` are used in Indonesia, the range of magnitudes there, and how many of the earthquakes are accompanied by a tsunami."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mag</th>\n",
       "      <th>magType</th>\n",
       "      <th>place</th>\n",
       "      <th>tsunami</th>\n",
       "      <th>parsed_place</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-09-28 10:02:43.480</th>\n",
       "      <td>7.5</td>\n",
       "      <td>mww</td>\n",
       "      <td>78km N of Palu, Indonesia</td>\n",
       "      <td>1</td>\n",
       "      <td>Indonesia</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         mag magType                      place  tsunami  \\\n",
       "time                                                                       \n",
       "2018-09-28 10:02:43.480  7.5     mww  78km N of Palu, Indonesia        1   \n",
       "\n",
       "                        parsed_place  \n",
       "time                                  \n",
       "2018-09-28 10:02:43.480    Indonesia  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quakes.assign(\n",
    "    time=lambda x: pd.to_datetime(x.time, unit='ms')\n",
    ").set_index('time')['2018-09-28'].query(\n",
    "    'parsed_place == \"Indonesia\" and tsunami and mag == 7.5'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `stripplot()`\n",
    "The `stripplot()` function helps us visualize categorical data on one axis and numerical data on the other. We also now have the option of coloring our points using a column of our data (with the `hue` parameter). Using a strip plot, we can see points for each earthquake that was measured with a given `magType` and what its magnitude was; however, it isn't too easy to see density of the points due to overlap:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12b93c90>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(\n",
    "    x='magType',\n",
    "    y='mag',\n",
    "    hue='tsunami',\n",
    "    data=quakes.query('parsed_place == \"Indonesia\"')\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `swarmplot()`\n",
    "The bee swarm plot helps address this issue be keeping the points from overlapping. Notice how many more points we can see for the blue section of the `mb` `magType`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13c49ed0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(\n",
    "    x='magType',\n",
    "    y='mag',\n",
    "    hue='tsunami',\n",
    "    data=quakes.query('parsed_place == \"Indonesia\"')\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correlations and Heatmaps\n",
    "\n",
    "### `heatmap()`\n",
    "Last chapter, we saw how to create a correlation matrix heatmap using `pandas` and `matplotlib` ([in this notebook](https://github.com/stefmolin/Hands-On-Data-Analysis-with-Pandas/blob/master/ch_05/2-plotting_with_pandas.ipynb)). An easier way is to use `seaborn`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13cad750>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(\n",
    "    fb.sort_index().assign(\n",
    "    log_volume=np.log(fb.volume),\n",
    "    max_abs_change=fb.high - fb.low\n",
    ").corr(),\n",
    "    annot=True, center=0\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `pairplot()`\n",
    "The pair plot is seaborn's answer to the scatter matrix we saw in chapter 5 (`pandas.plotting.scatter_matrix()`) [in this notebook](https://github.com/stefmolin/Hands-On-Data-Analysis-with-Pandas/blob/master/ch_05/3-pandas_plotting_subpackage.ipynb):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x13cadad0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x900 with 30 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(fb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Just as with `pandas` we can specify what to show along the diagonal; however, `seaborn` also allows us to color the data based on another column (or other data with the same shape):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\molinstefanie\\packt\\venv\\lib\\site-packages\\statsmodels\\nonparametric\\kde.py:488: RuntimeWarning: invalid value encountered in true_divide\n",
      "  binned = fast_linbin(X, a, b, gridsize) / (delta * nobs)\n",
      "c:\\users\\molinstefanie\\packt\\venv\\lib\\site-packages\\statsmodels\\nonparametric\\kdetools.py:34: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  FAC1 = 2*(np.pi*bw/RANGE)**2\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x12b93390>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1125.12x1080 with 42 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(\n",
    "    fb.assign(quarter=lambda x: x.index.quarter),\n",
    "    diag_kind='kde',\n",
    "    hue='quarter'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `jointplot()`\n",
    "The joint plot allows us to visualize the relationship between two variables, like a scatter plot. However, we get the added benefit of being able to visualize their distributions at the same time (as a histogram or KDE). The default options give us a scatter plot in the center and histograms on the sides:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x146cda30>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\n",
    "    x='volume',\n",
    "    y='max_abs_change',\n",
    "    data=fb.assign(\n",
    "        volume=np.log(fb.volume),\n",
    "        max_abs_change=fb.high - fb.low\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By changing the `kind` argument, we can change how the center of the plot is displayed. For example, we can pass `kind='hex'` for hexbins:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x15ea92b0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dOQ+mysHAVqkm26womb6rNGLmq51NxBtJc0I7NRJwshkpkeY6y/rReslntEjHMer94FSb2U+kfh8UWK47POFQns5rfR9GCx4jeQ8RbHVk2rKiZPquEnWyOmqv4HsEPVxz8EQQBhuJEDm6KkgtChRzh68gbeSJoAP+Ppjss1vCzeHQ413CNhFmg30fzF6sKBljjMkMK0rGGGMyw4qSMcaYzLCiZIwxJjOsKBljjMkMK0rGGGMyw4qSMcaYzLCiZIwxJjOsKJm+CzzpKZLAqXLYP3O5H/1UI6eWNWSOPCtKpu/GCh7jxe4yiwQo5w7/j2ngCSeHA3J+9wV6di1mpe5wasXJHF2H/1+7yTwRYbjgc3okoBh0NikLkPOTiXy06B+J9jQ5Xzg55HddoBVYqjuurSZd050VJnMEWVEyB8b3hJmhgKny7tHnrRyek0NJ+NtR0k2B3ip0cGU1YqlmqyZz9FhRMgeulPM4PRJQzm2elAUoBsLpkYDhwtFYHbXTKtCT5e4jwFcbjisrEY1YbdVkjgwrSmYgPBGmygEzQz5+M19nquwz08xNOi7KOY+bRgPKQXf7HCtcW4tZqMaorZqOnI997uKgh3DgLE/JDFQh8Dg9kkzIR3lltBtPhMmyT2U56vo5KqFSzimlI3BTiDnerCiZgTuuxcgYs50dVhljjMkMK0rGGGMyw4qSMcaYzLCiZIwxJjOsKBljjMkMK0rGGGMyw4qSMcaYzLCiZA49p0otcj11M1ipxzTiwXVD2I9ODPZpL4idUo/coIdhemAfnjWHWi1yzFVinELOg6lykKqJayNWnp+rs1RzIHDHRI6ZoeBAP9Bbb+5DtwSYKPkUAkFVj+WHkVWVaqjMV5P3sRA4Jkv+sWpZdVRYUTKHklNloRpTDZXWGiN0cHU1YjgvjO0Rd6GqXFuLuLAQoprEQqDwwkLI1dWYu6fzFIP+nkhwqizWYiqNG/uQVikQJks+Ise3M0bklPlKstJtvY+1SLm8EjFW9BjOe8f2vTmMOi5KknxX/zxwh6r+fRG5FTilqp/v2+iM2UEldMxX4h0ncgVWGkoljJgq+xR2KCy1yHFutkEldLgtT+IUVhqOL1+ucWYs4KaRXF8mtGromK/G216/U77cWB15x3TCVVVWG46lmmv7s7BUc6w1XOoVtBmcNCulfwM44D3A3wdWgP8EvLkP4zJmm9glp2fq0d4ri1jh+lpMOecYL/l4kpzaurQc8spytGcxcAovL0VcW425Z7rAUH5/Vk2xS1Z4tQ72oZ2h/I0k3+O6AghjZa6ShB3u9j4qN1bQIwWP0YKtmrIuTVF6q6o+JCJPAKjqgojk+zQuY9btdUTcdjtgLVSqUUQxEC4uhtRj7Xh14hSqkfLk1RqnhwNuHe9t1bTWiFmoptuHjQIPpko+gX+8V0dLdcdqPf3PwkrdsRY6Zso+Od/u8cqqNEUpFBGf5oGJiMyQrJyM6atGrKkL0kZO4fxco+tTZU7p+YJ5GCvz1d7+uUyXAwLv+K6OIDnISFuQWhRwDgK7+SHT0hwu/Avg48AJEflx4A+Bn+jLqIzZYD9u1O71jmuvxxsJlN5v2T7ONzO0qHZ/2tMcDh2vlFT1V0Tki8B7Sf59fYeqPtPtC4vI3wS+l+Tf65PAh1W11u3zGWPMUdRKn/3gW28d8EgORscrJRGZBK4Bvwp8DLgqIrluXlREbga+HzirqvcDPvDnunkuY4wxR0ea03dfAq4D54Dzzd9fEJEvicjDXbx2AJREJADKwKtdPIcxxpgjJE1R+gTwx1V1WlWngG8G/j/g+0huF++Yql4C/hlwEbgMLKnq7219nIh8REQeF5HHr1+/nuYljDHmUNk4360szg96OAOTpiidVdXfbf2hWUTepaqPAYU0LyoiE8C3A7cDNwFDIvJdWx+nqh9V1bOqenZmZibNSxhjzKGycb4bGZ8c9HAGJk1RmheRHxaR1zT/+zvAQvM28bT3ur4PuKCq11U1BH4DeEfK5zDGGHPEpClKHwRuAf4z8JvArc2v+cAHUr7uReBtIlJuti96L9D1nXzGGGOOhjS3hM8Cf73NXz+X5kVV9XMi8uskN09EwBPAR9M8hzHGmKMnTUPWe4AfBG7buJ2qvqebF1bVHwN+rJttjRmEXmMhjsKHPgcdjXG8Pzp8PKRpM/RrwE8DPwt0H/5iTEoFXyjlZFNMRVqnh32urHXXlVuAuUrM9JBP4JG675xTRVAakeu6b51T5dXlkJtGc3iSfgy9anVSqIVKMcfAmsGWch5roRLG3f8sNGKlEFh5y6o0RSlS1Z/q20iMaUNEmCoH64F+6/lHe20H+M3gv7wv3DTWDPSrb4+s2O05xoseQ3mPq6sxw3mPsRQdumOnzFViLiw0iBXyvjBV9vE7bBmkqsQOZqsxYaxcWY24YyLPxAEG2CXJvkl3c6eQqyfvqe/pgRdH3xNODPlUQpequa0A+Wb2lPW+y7Y0Rem/iMj3kfS/q7e+qKrH94Z6c6CKgcfpEWGpFrO2RzCeAKMFj5ENUQV5X7jvRJH5SsRz8w3iXWIPBCg0J7GNk/9qw1ENHVNln5zffsXinBI55dxcg+X6jZtTG3ESPtca226TulNlue5Y2bB95ODcXIOxosfdUwUCAa9Pk6xq0lF9vhm10RI6uLIaMZL3GB1AhIaIMJT3KQZeRzEgAkyWfUqBHPvegYdBmqL0oeavP7ThawrcsX/DMWZ3nggTpYChfJKns7WwCJBrrkbaHRFPlgMeKvpcWGisR6lv3F4EJks+pdzON6fGCtfWYso5YaLkb5qUWxP5ldWIl5fCtiuy5bqj0ipu3ubJ0mlS0OYqMVGbD1ss1RxferXKa8ZynBgOem4Yu5VTZW2PuJCVxoZ92KVA94vvCdNDQdvARAFKze/RcY36OIzS3H13ez8HYkwaeV84NRywUncsN6MMBJgoeZRzewe5BZ5w91SBk0Mx5+YahHEyo6WZxCqhUosiJoo+xVzSibwRK8/O1qmEe59YihzbTgkqsFiNWetge6dwYTHkWiXmnqk8haC3az2t60bOwVw1iRffy24F+qCUch6nA9kULe8JTJX9vkfam/2XZqWEiNwPvA4otr6mqr+034MyphMiwmjRp5zzWAsdw3kv9XWW0aLPQzcVOT9bx/dkx/j03ThNJnAqSqOZcJpW65TgUN5jtdH59a6WtWZ8+wOnCgzl/dSv39KIlUqYBCqm1SrQN42kmlL2jSfCZClgKOeoR8rwHqdGTXaluSX8x4B3kxSl/0bS++4PAStKZqACXxjzu5+MPRHGSz6NHu4pXQuTGwG6FSubrj2lpSRFZajrZ0gK7FoXBWnj9oNWCDwKg6mLZp+kOSz80ySdF66o6oeBN5Ky550xxhizmzTHFFVVdSISicgoSbaS3eRgjDEHoBX2t9FRDP5LU5QeF5Fx4GeALwKrwOf7MipjjDHHUpq7776v+dufFpFPAKOq+tX+DMsYY8xxlPbuu5uB17S2E5F3qepn+jEwY4wxx0+au+/+CfBngae50ftOAStKxhhj9kWaldJ3APeqan3PRxpjjDFdSHNL+AtArl8DMcYYY/ZcKYnIvyQ5TVcBviwin2JzQ9bv79/wTD+pKpeWQ66vxdzW7Dyd1lIt5oWFBpNFnzPjudSfoo/dje7Tk7v0q2tHNelAsNpwjDW7O6S1Uo95eSkk7wtjxfR90pwqq424p7ykoZwwUvBZrscdtSjaqpwThvNe13lH+7EPpdyN/n/W+NR0q5PTd483f/0i8Ft9HIs5QKsNx7nZOo04aSD67GydiaLHHZMFcv7eE0rklAvzDeaaBeVyGHG9EnPPdJ7Rwt7FTZsNPxc3NPy8sqF7dieTWhgnTVmjZlPW+UrMWuC2dfZuJ3bKS4sh19YinCbPVwkjpko+xQ6Km6pSjZT5SveTue/BVMkn18xZmiz5DOeTZqwdtJ5DgDNjOU6PJE1Zu9GuoWmnfEkOKPK+deE2vduzKKnqLwKIyBBQU9W4+Wcf6+hw6GydiFuSiALH4qtVbp/IMTMUtJ1g5ioRz2+JfnAkbW6evlZnuuxz20S+7aqn1QF7a1CbkrTaWQvdegbSTlSVpVrMamP79rUoiYYYK3oM59sXt8VqzPm5OrHeaI+jJE1VZysxxcDtmlkUOWW+GtPYIzZhN63oh+QlktcREQoBnBoJWKq5XfvQjRQ87pnKrxe0tOLmPtR72Ie0+VLG7CXNjQ6fAt5H8qFZgBLwe8A79ntQpj8WazHnZzdPxBspSQ+2FxZCrq3F3DWV39RluRErz83VWd4lJM8pXF+Lma9WuWsyz2T5xo+Yqm7q6r0TJemefW01Yii//XRavRn0t9sqQkmiHdYaSXHbuPILY+WF+QYLtfYrAwWqkVJbiZoRFrIpmmJ1j0iHveSawYOB124iFzxJwgWH8x5zlYhwQ23yBW6fyDWD9tIXgp1WqWkFHuvxINb41OynNEWpqKqtgoSqropIuQ9jMvssjJUXFhrr12724hRW6knn6VvHcpwa9rm2FvPiYvt8oI1aheXcXIOx1Yg7p5IF9U75R7s9x1qjeTqteWposZpcb+l0+7DZtXuk4DGSF+YqMS8sJPvQ6XPMV2PyDWGy7KPKptOFaQkw1kyx7WQiFxFyPpxsRnQs1ZPV212TefwuYtmh/So1jfVTrNjqyOy/NEVpTUQeUtUvAYjIw0C1P8My+6UaOr56pdbxRNzSOpV1cSnk4lIIpO8C7RQWa45nrteYLKVv3dwaw/W1eD1rqJvnWKk7LixE1CJNvQ8K1Jtpsb3wJCkuncagbyQijBQ8bh3PUc6lj+doqUWO2bXur38JzX3osiAa04k0M8XfAH5NRF5t/vk0yYdpTYZVmud9up2Ieo0jUKDo9x601sswFKh2uMLqF1/oKR1WRCj1UJCAnq5/QTJ+K0im39L0vvuCiLwWuJfkoOnrqhq2/l5E3q+qn+zDGI0xxhwTqQ5hVTVU1a+p6pMbC1LTP9nHcRljjDmG9jPA3tb0xhhjerKfRSkDYcjGGGMOM0uzN8aYQ2qnNFo43Im0+7lSenEfn8sYY8wx1HFREpE/IyIjzd//XyLyGyLyUOvvVfVP9mOAxhhjjo80K6UfUdUVEfkG4I8Bvwj8VH+GZYwx5jhKU5RaabPfAvyUqv4mkN//IRljTHapKqp2X1e/pClKl0Tk3wIfAP6biBRSbm8GIOdJT10ZZMuv3UjiMbofROSS7Xt5jpwvPX9moZfttcftIelh2MtkGPT4Htg83CxIwPVKRCNq38HddC9NUfkA8LvAI6q6CEwCP9SXUZmeOVUip1xejbq+V98TODHs8+abiz3l9aw0mp29XbpJVVUJY+VLr1b57XMrzFVioi4r7Ikhf72JaBqeQMEX3nCywH0nCuQ8Ur0P0nyOW0Zz3DQSUAzSFwYBioH0nFdUznnMDPl0EJe14xiGu3j/jhKnSiNWrqxG1CO4thazUI16Olgy26VpM1QRkReBbxaRR4D/qaq/17eRma610lxfWGjQzcGcJ8kK657pPCPNwL7bJvLMDAWcm61Tj9M3Nm3lHI2XPMq5vbtkR065vhbx+UtValHyYn9wYY1bx3KcvamUugebiKwn03ba6dsTuHk04ObRG4m6D91U2jGPqt32w3mPu6fyFJoRIDNDHpXQdRwM6AnN+Iz9OSlRCDxOjwhLdcfqLhEiLUKywmoFER5HrdXRQnVzKvCmTvYdBkOavXVclETkR4E/A/xG80s/LyK/pqr/sC8jM6k5p0QK52frLNW7O7XgCdw0EnDL2PZo86G8x5tOF7m0HPLK8t6T8lbJP2zHWkOZKvs7dsx2zdXR5y9VeXWHztwXl0KurEa8+eYip4ZzqePTc75wcjjYNRPJEygFwj3ThW3FwPeEOybznBgONiX3btRaHd0xkWN6h7DEcs6jOCosVOO2jWKFJOJ8vJQ+nn0vIsJ40WdojwItJJlOQ7uEJR51TpV6pG2TedMEQ5rOpPnw7HcCD6pqDUBE/jHwJcCK0gC1Toc5TYLxXlrqLPNoK0+SU0T3TBco73LEJyLcMpZneijg3GyDStg+8K+dRjMKYqzgMVy4sWqKnPLyUsgTl6ubQu122v5/Xqxu1N+NAAAgAElEQVRyajjkrbeUyHuCl2IiSKIgktXHfCWmsSFbyBO4bTzHyeH2ybuQrIDedLrIq1sKtCcwUfS5YzK/68rCE2GqHFCLklXTxtBCX5IAvULQ3yPvdgVagEIgHcfKH0Wq2kxjjtdX6rs+nvbBkCadNEXpRaAI1Jp/LgDP7/eATDqxJhfAz801WNslOrudJKgNXjOW49TI7hPxRsXA4w0nC1xbi3h+fmtv3s4s1R2V0DFWTAL0PvtKhdlKvPeGTVdWI3773AoPnipy+0Q+9SQQeMLMkE81UharMcN5j7s2nGrbi9cs0FPlgPNzDeqR4+6pAuMlv+MxFFun02oxKw1lpJm2e1AT2tYCHTplouTvemBy1DlVKqFjsZo+mbcVDDmOz3DeilI39ixKIvIvaWadAU+JyCebf34/8If9HZ7ZS+tIvVuFQHjjqWJXR8QiwsnhHJeWo46OJncSOvjq1RoXF0O6OeEYOfjK1TqvGc93dwFfhHJOuG081/XKpJTzeOBUsattW2MYLwWMl7p+ip4FnnBi2LqOAby6EvV0p6GSnEo33enkp/Dx5q9fBD6+4euP7vtojDHGHGt7FiVV/cWDGIgxxhiT5u67u4F/BLyO5NoSAKp6Rx/GZYwx5hhKcxL950l63UXANwG/BPxyty8sIuMi8usi8nUReUZE3t7tcxljjDka0hSlkqp+ChBVfUlV/2/gPT289k8Cn1DV1wJvBJ7p4bmMMcYcAWlut6mJiAecF5G/BlwCTnTzoiIyCrwL+IsAqtoAGt08lzHGmKMjTVH6G0AZ+H7gH5CcwvtQl697B3CdpCvEG0nu7PsBVV3b+CAR+QjwEYBbbz28SYrGGLOXjfPd9Kmbu3qOw5w429Lx6TtV/YKqrqrqK6r6YVX9U6r6WOvvm59n6lQAPEQSgfEgsAb83R1e86OqelZVz87MzKR4emOMOVw2zncj45ODHs7A7OfHtt+Z4rGvAK+o6ueaf/51kiJ1rKgqs5WIMO7+g3b1Lj+02iJANXRdRyKoKqsN13X37uQ56KnZpy+97QMk72Mv+9Arp8paww2043QYa8/v41FQCqTrjvimdwP5CLeqXhGRl0XkXlV9Fngv8PQgxjIoqw233tBTgNsncszs0LyzncgpF+YbqdrybFXOCRMln4WaY6XhmCoH5FMUh6VazGdfrrDScKiS9LJL0bzTqbJUi3HAzJBPbZfGl+1MlnzumsyzUHMs113XPeOW6sn2owUvibg4wL5l1dAxX41RhcVa0veu2Oe+dxupKst1x0qziW/OF6bKfupmt0fFZMnfsSt4pzzBOob3YJB9Rf468CsikgdeAD48wLEcmNgpFxdDrm6JPnhhIeTqaszd0/k9J6S5SsTz8w3iDuIXdtJq+LkxnydySUPXoWbvtd06U8dOeep6nXOz9U2NRFu97CZLwZ4rn1rkmGtOxJC02inlhNOBdDQZ5Dzh7qk8I3lvvUVSrHB9LaaUS7o1p+2urcBy3bEWpi/Q3WhFjNSiGw1hVWF27eA6TjdiZa4SbfpZasTKlZVoIAU6C0SSzKuJks9QXrc1zG27HVBqHujtd2f342Q/i1Kq74Kqfhk4u4+vn3lLtXh9It+6GnCahOF9+XKNM2NJINzWyaARK8/N1Vmup+/M3TKc9xgres3TE5uff1M+TJuj9dlKxGdfrlCPdNs/VAUaDq6uRYzmd57QYqcs1mKq0c6RDZ4k3amH85oEA+7woJNDPreN5/F2iL5QoBoqtSjqKodISVegu6HNhp8LbRp+HkTH6dYqdbWx8w/SQRfoLPJEKPhwaiRgqeZY3aXh8UF1dj8O0nR0KLZiKzZ8bVpVZ5t//Ml9HdkREjnlhflGR6emnMLLSyHXViPumS4wlPdQVa6uRry42F0sBUDOg6lysGc43no+zJYVRxgrX75S46XFxp5HjQosN5IJbbLsU/CTfag2T8+1HtOOiFAIhFMjsmkyKAbCPVN5yoG3a1RFax/mesi46aRAdyNySbEN452L8tYxzFdj8g1hch9Pp9WiJAl4r0tHrQJ9dTU68O7lWdFaNY0VPYby0kw/3vyY4/re9EualdIXROQvte64E5E/RdJ26B4AVf2F/R/e4TdXiXhuroHTzk+1OU2OlJ+8WmO67LMWOqph+rTXlq25RZ1QoBIq1TAiUuWJyzVit311tNv2Uet0WpCseBpxutONngjjRY/hvJD3hNMjuVTFZfOKw6Oc7zxSorV9q0CXmwW624lHVVlpXrdK8x4oUG+eTptopvZ2OwanyamoWptV6m5WmgV6Zsgn5x+/1YAnQs6Dk8MBK83rb37zQO84riL7KU1R+iDw70TkUeAmYIreOjoceU6VZ2e7/0ywU7i21v2NDJCsLtIWpI0U+Pwr1a6uXbW2r3SfrIGIMJT3mCl3fxpNoafTKgo9r1JCR9dpwK0x5HssBqsNR7XHuzWP680PcGPVNFrwCDx6OkAw7XVclFT1SRH5cZJ+dyvAu1T1lb6NzOwLIeXFvgzaj/H3OnfIDtevUj8H3d2Ysm9j2Ic7vZXD//PUq+RAKd2q23QuzTWlnwPuBB4gOWX3X0TkX6nqv+7X4Iwxxhwvac4HfA34JlW9oKq/C7yNY/iBV2OMMf2T5vTd/7vlz0vA9+z7iIwxxhxbFvJnjDEmMwYW8meMMcZsNciQP2OMMWaTgYT8GWOMMTvpNeTvL/RjUMYYY9L72Ocu7ttzDSowME1RUpJrSK8Bcs2v/QzJ55ZMRqkm7YkG2QlFVQf+yXft8VOfqr3vx1FIKTruH5w1/ZemKP0K8EPAk0D3/VKOEU+EOydzXFjorpGqAMUgaVHTTUxFGDuur8acn6vz8M3l1K12VHW9+aRT7arNT+SUa6sh5by/KWaiU66Z9bNaj3nNeJ6k00665xCgHjvKXnefwo+c8tx8g1PDATNDe8dybOVU8VA82d4dPo35SsxU2Udk96a67QzlPeqxUu+i9x20GrRqT4GMxuwlTVG6rqq/1beRHFEnh3NMlIJUkRNCEhTWaoWftpmn0yRF9RPnlnn0whoK3Dtd4G++Y4bRotdRD7XIKbNrEZ+7VKUWJRPqZMmnGHQWo+Cc0oiVz75cWe/fd9dknjeeLuJ32C7HOeXSSsgrSxEKPDff4O1nypRznRU3AfJ+9x22nVNCp3z+UpVXV5IGfvfNFHj/HUMEnuzaqRySoq7AaheNWHdSj5XLK1GzY7WXtJBKUZx8T5gZCqiEjvlK3PF4BCjnhfE+xHgYs5V0Gn0sIu8FvhP4FFBvfV1Vf6M/Q9vs7Nmz+vjjjx/ES/VNJ+F8AgwXPMZ2yCLqJPagETteXQ755S8vrMdEtAQefOD+cb7l3tFNAX8bOVWiOJmIL61s76RaCISpPaIgYqe8sNDgK5dr27qKlwLhbWdKTJaDtoXCaRLLfW62sa2BqACvncnzupndi1sS0tZ9V+3IKReXQp64XN0WVVAKhD961zC3jefbrhqcKrFLvudhH84r5PzW96G7VZPTJGCwGrb/Wdp6cGT2RUffrDvue0D/4S/8136PZVd9uKbU0b6nWSl9GHgtyfWk1j8zBQ6kKB0FU+WAsaLPhfkGc1uylYSkaEyV258eCjzhxJDPWsOxWNt85O00WZn8p68t8vir1R23jxx87KuLfObFNf7WO2c4ORxsmmwip7yyFPKly9W2E2k9So7Wx1tH6xsmxNglxeR/XaywUNv5CaqR8ukLFW4ZDXjzLWVyHtue46XFkCurO7cWV+CZ6w0uLkW845YSY8XNBTI55Sldp7bGLjm99dlXKm2j5quR8ptfX+H28RzffM8IBV/WX6u1OlpuRsz3SxgrV1YjRgoeo4X0qyZPhKlysJ6ttHUFv9vBkTH9lGal9KSqvqHP42nrKKyUNlqqxZyfaxA2lxJjRY/hfOcTQCtKuxI6Qqecm63zH59c3DUdcyMBHrlnhO964wS+JzRi5bGXK1xvMxHvJO8LU2V//VrJM9dqPHO90fFpoZwHZ28ucfNoct/MasNxfq5Bo9PQJuD28RwPni6R82X9FGPatFlIirpTODdb56nr9Y6v/eQ8ePdtQ7z+RBHPS4pFu8Tcfgm8ZL9buT5pi0grhXatmUK718GR6YmtlPaQZqX0mIi8TlWf7nJAZoOxos9DNxU5N9ugEEjqax6+J0wPBXzi/DKfeXGNc7P1vTfaQIHfObfCU1dr/NkHJri4lP5mjEbzGsfsWsSrK1HHBbEldPDZl6vcOpasvNqtrnZzYTFkoRrzgfvHesqNeupanUvLYerMo9DBJ19YY7Ya84YTBeq9xV91JXJJ7taJoe5Os3kiTJQChvJKGCvlPsSvG9OpNEXpG4APicgFkmtKAqiq2i3hXfJEGCl4Pd2RtVSLUxekjearMc/NN3oKb3t5KewpPG6+2vlF953UY6Wc774gAVxZjXoK4UtWrdrVKcP90svPESQrX0tRNYOWpig90rdRGGOMMaSLrnipnwMxxhhj7D5PY4wxmWFFyRhjTGZYUTLGGJMZVpSMMcZkhhUlY4wxmWFFyRhjTGZYURqwU8MB40Wvq5yaSug4PZLnu940wWQpfSyDi2MuP/c1fuZjv8HT51+g05ZTGz3533+bj3/kLE989AcJKyupty/4SbzHqeGALroD4QncO53nykrESj3uah8WqjHlnDDdbJmUVikQ7pnKd7Vty0je46aRgOF89/8k56sx11ZD4i4+RRs75fpaxKvLIbWtHWiNOUAd974btKPW+24jp4oqzFVi6h00TXOqvLwUcnk1wjXD52IHj7+6xmMXKx19sr+2NMv8818BFxPHMbkg4OT0BI/8kXcwOjK05/ZLs1f49X/0A7zwlcdo1CoE+QJevsRDf/mfcfrh93ey29w8GnDLaG5TM9Odms22M1Xyecet5fWGqJ00td0ojJNu5gu1Gw1JW92zK2Fn/y7umkgXx7FVrjneVrfv/eguLrBjw9yd7PSe99rU1uzq0PS+2w9b+ud1tO9WlDIkiWxQFmvbuza3rNRjzs01CJ1ue0zskgnmt59d4vIOsRMAcdRg6cWnqSxcRd3mWc/zBM/zeOfDD/Dg6+/F87Yftasqj/3WL/Ff/+WPEkchcRRu+vugUGLm9e/gTX/pn1Acm9lxDOWccO90gUIgO7YGipsRHe0KdODBQ6dLnBnL7dgeSeBG9+wdnl9VuV6J1sMXt76KNjuu79ZYdSTv8fYzJUYK3WU1CbTNRdqYw9Rt6yMBgma8RbsCvVcUigCTZZ9ShxlapiNWlPZgRSljtLlqmq8lWTctsVNeXGxwfYeYga2iWHnmWpVHL6wRNh+sqlTnr7Bw4WuIOmLXfrLLBwGjI0P88W96J9OT4+tfv/7y8/zq3/8rXHvxHPVqpe32fpBDgjwP/G8/xq3v/sD6hOYJ3DqWnKrrJCCvGum2MLrTIwFvvbnVFbz9cwjgN7tnb2xSWo8c5+cbrDb2DlxMume7TY1mPUmC/l47Xeh6dVRodlffK0FWVYk1SZztZAW9k50KdJrQSAHygTBZ6q74mm2sKO3BilJGtfKR5isxs5WY8/NJnEKnlwucU+qx8jvnlnnuyhKLF56kvrKIc521sRbA930eev29vPmB1/KH/+Ff86lf/ufEYQO3S0HbKCiWGTtzLw99309y0623c890npyX7qjbafIeOIW33FzixHD7cMB2+zGUF0YLHlfXYi4uhegOq6N2tJniO1uJGS34vP1MiVKQPta9NZaJkk8pt3tB3aoVejhf7X7V5DdPE0JyanC3oMl2z5E2XsXsyIrSHtI0ZDUHyBOh4MNcNeLZuUbqDtCeJ5Q84c3Tjs/+/v/AOYdL8SQKRHHME08/yyf+0ffAyixhvZZqDFGtwsLzX6X22H/gvod+FL+DGPatPBFuGgl40+lSVysTBdYaygsL9R1Pee5FRMj5whtOBNw5WcDrcnXkSXJTSzfbeyKUcx6VUKl10Y1dSeItrrYJTuz0OZZrLomit5pk+siKUoaJCLMdnK7bzcLyCoHnUYu6C/oJo5j67Cug3R2lOxdz+/0P4fvp7w5sKebSJ6tupCTZT72cExgp9HbRPymo3e+DiKQKP+wHae6DMf1kt4QfAzaRHA32bTTHgRUlY4wxmWFFyRhjTGZYUTLGGJMZVpSMMcZkxkCLkoj4IvKEiBz+G/KNMcb0bNArpR8AnhnwGIwxxmTEwIqSiNwCfAvws4MagzHGmGwZ5ErpnwN/B8h0n/xe2zBloY1TBoZgjDEdGUhREpFvBa6p6hf3eNxHRORxEXn8+vXrBzS6G5zeaGbay/auy+1jp0wU/a7ycVomR4cJ4zhVr7WNPE/ITd2Cny92t73v88KTX8DF3XWUgCRiotcPAOd96enDpxubsnajl64cLb3uQ69U7QCnnzbOdyuL84MezsAMaqX0TuDbRORF4D8A7xGRf7/1Qar6UVU9q6pnZ2Z2jkHoh1YTzutrMZdXIhqxpiosqrreYfqV5YiVumtmJnX+HLXQ8filCn/vk5f5+FOLVBouVXGKY8dqtcF/+/JFZPQUkiukanEjzf97xRFOftc/Y/RtH0CC/I5xFu3kimVOv/Zh7nrku7le1dTF1ZdkIn74phK3jOaSCIVUz3DDTNlnrJA+TNEXmCh6nL25xMnhgMBL31mh1cy014IyVfa7CoRs5UydHA7WwxS73QdrFN4/G+e7kfHJQQ9nYAbeJVxE3g38oKp+626PO4gu4bvl2JRzSejZXj3YnCrhDlk8Sfhc0v5/t1VLGCvVyPHjj17l0Qtrm7Z/123D3H+yRLBbR0xVwtjxhfOv8ttffJ5wQ4qoq1eI1xbwRHdtzuqJgB/gDU0hQW7969HiFeZ/5ydpzL6Ea7Rvzhrk8ni5PH/kf/8JXvtNf2rT+zXeYadpvxlz8abTJfIb9jfplh2n6vS9UeSUhVpMPdq9F56QNFF906kid07mu4596EdYXuyU+ere+9Aaw2jBY2RLdMVqw7HUQZiiAIVmdIUF/u0L6xK+B2vI2uSaq6P5Srxj4mfSoTliouhTzG3PwWkVtHappUmX5pjhvLd+1Lx1Yq5FjkdfWOWf/uH1baeLIgd/8MIqT12r8S33jjK8Q7hcFMUsVev8+0ef4tLc9mhyr1BGckWoLuLqlW3nYjyR5AJfeQyvMLxtfMH4KWb+3E+w9tSnWfj0zyEuwm0J+csVSrzm4Xfz7r/2/1Aem9o2hsWaY63hmCo3Vx1bXqO1Onr7mTIzQ9t/PEs5j9OBsFiLqTTSN1kNPGG65CdZTdXklOLW5/AFpssBb7mlRHlLRruIMFr0KeU85qox0Q6NXpPvbZKMW+wm430PvifMDAXrBXqn4wsBcs3cpq0/JyLCSCHZh/lK3LZZbSvkb+t7YI6fLcWlrwZelFT1UeDRAb128itsC3PbiVOYq8YUw+TIsRVD4FSpNye5vc5QrTYc1dAxWfbJ+0khaMTJUeuP/P4Vnrhc3XX7q6sRv/Cled5yS5k33zJEK78uih1/8NUX+fSTF3c91SieB0OT+PkybnUeIYm0EBEkVyAoTyB++x8LEWH4/vdQuv0hFn//p6m+9BVcWCdXKBIUh3j/3/pJbjv7nl33IXRwZTVaL9CtAu8L3D2V5/4TxV2Pyj0RJksBQznHXLOLeqpsIBHKOaEYCAvVmGpzxeFJMoa33FzmlrHcrs+R84WTQ/6OUeJDeWGs6Hd9Ha9T7Qp0p3HogSfMDPlUw+Rnd+P2peaZgX7vgzFbDbwoDVKsrK+O0qQC1CLl8krEWNGjlPNYqMapcm5ihetrMaVcco3kE+eX+enPz3ccTeAUHnu5wtev1/ljd5aIopD/+JmnmV3ZvaBt5OWKyPgptLoEtQre0ASSL3V83ckfGmfq2/8u1ecfZ+1//Dx3vvV9vPO7f5R8aajjMbQK9K1jOYbyHm87U2a82HnERSHwOD0iLNViVhrpT+Z5IkyVA2pRckAyM+Tz8E3lTacLdyMiDLdWHNWYyOm2pNt+21ig56sxgZfuVJuIUM4LhWaBDp0yUfIpHuA+GLPRsS5Ky/WYtS4mM0iOzBdryVFyt6qh8j0fv8hSl8+xWIv52c88z9pCd3cminhIeQK/PNF11lDpzrN823d9L0Ol7u7OizVJY3337UNdHZW3TkWtNLoPsCsGHm+5ucRwobvMp9bptEFKCnT3hcT3hOkB74MxMPiODsYYY8w6K0rGGGMyw4qSMcaYzLCiZIwxJjOsKBljjMkMK0rGGGMyw4qSMcaYzLCiZIwxJjOOdVHKeUKhw0/v7ySMk8aW3Ta1jZxyZizfU2+x1Wc/S/WFXRNAduXCGo3FK6jrLlrCEyHwuvvQacup4YBS0P33wZfkOXr4VlqzUWMy4lh/hHs47zGUh1qYdI7uNFlBVVmuO1aancSXa0kH8DTtZa6uRjz2SoX7TpS4e7rI01erPDtb73j7xtI1Xvr3/ydL574A6iieuZ+JP/p9+EMTHe9DvPgqjdmXEYFo/mXyp+7BL491PIaJ0WHecv/d5PPd/RiVc8KfvX+M158o4nvs2F19L0N5j/Fi8r6fGcvx3FydhRQdMoZywj3TBQqBoKqp4j2MMfvvWBclEWk2n4RiLmjb4XujerS9CWirl1055xjfo4llPXJ86XKVS8vR+uQbeMLrT5a4fbLAZy+usVRrv2pRVWb/56/x0q//BMQNXJS016ld/Aqv/txfZeLdH2boDe/bPV6jvkZ45RwaNkBd0izcORqXniEYmSSYuWPXpqyB7/HA3bdx88kpfP/GKknovDHqQ6eLfOD+MfK+rK9S8j6cGgk6ao4beEkX7sC/EQXi+XDPdIGleszzc40du723eM1ojJPDwXpjXWPM4B3rotTSKk4TJZ+h/M4NWp3qrnEJShJvUY0iJktJk85Nf6/KK8sRX7hUIdbtSaS+l/Rwe++dIzw/V+PJq7Vtj6lde4kLP/+3qVw+j6tvbr6aFKeIxUd/nsrXfp+Jb/4b5CZObx6Dc8TzF2ksXAHdPmOrOuLVeaLVBXIn78Qfnto2WZ+cGufh191JLvAR2bKPO7wvW00UPb7rjePcOp4j72+PhWiFyQ3lPeYqEdEOhWWk4DFa2Dn+w/eEiaLPQzeVeGGhwfW17QV+tOBxz1Q+ybay03bGZIoVpQ08EQo7HK13GiynJBFFc5WYYuDWw90qoePzr1SZrUR7npryPeGu6SJnxgs8dnGN2UqExhFXfu9nuPQ7P4XGDdS1XwK4sEb96vNc+aW/yfjb/gzDb/4OxPOJK0s0rpxHXLxjQVrfvvnc4dXncMvXCE7ciZcrkM8FPHzfnUxPjG5aHbWzddUkwLteU+Zb7x3Zsxh4IuQ85eRwsClwMe+3OmBvz7Pa9Noi+AJ3TOQ5New4N9ugHuv61ybLFlhnTFZZUdpi49F6MYBnZxtUw3RhcgpUI6W2ErFcj3j6eiNV5o8nQiknvOv2Yb761a/y8X/wvYSLV3Fh+7TXTa/vHLgGy5//T6w+8xkmv+nDxI1acqqu031wDlddpvbiE9zx4Ds5+9CDBL6XpNd1sv2G38+Ufb77oQmmh/xtq6N2Wt+HkYJHOe/RiJRiM+qj43gNTxjOe7zpdJHZSsRUOTlVZxlBxmSXFaU2PBGW6y51QdooVuXJa42ux+B7whd/+SeoXn2xu9dv1PCDPHF1JbngklJr1fTmhx/saHXUzh+7a5jTI0FX121EhEDAz3V33ae1ajox1N3rG2PgY5+7uOdj9iud9ljfEr436XRh0Dcad58TBIB49HqmqtfJPPCl5+cY9PbGmINhRckYY0xmWFEyxhiTGVaUjDHGZIYVJWOMMZlhRckYY0xmWFEyxhiTGVaUjDHGZIYVJWOMMZlhRWkXgtJlVNK+8fNFxOvl2+Q6juRo+wy79NrrRCNS3KDfSGPMoWBFqY3IKZEqlbC7ED+nSuyg3AyvS91PQJUojrnz27+f4k334uWLqcfg5Yt4QQF/dBrESz2GXBBQLBZxK3PNnnGph4Av8PS1Gku1mLjX6miMOfKs990WsVNiVT5/Kck8Ash5MF1Okk07aVfjVLm2GvHiUri+SkkzHUdxzNJajd/5/NdZWGkw/YF/yNrTj7LwBz+L5yLiKNx1ez/I4byA8fd8L0OvezcigqtXCK+cR8MaroOU2SAIeO19r+W9730fhUIBp8pyLWa1TXTHtu09KAUebztTZrLk88z1BpMln7um8tYU1RjTlhWlDSKnvLIc8qVXq5sC4kIHl1cjRvJJjk+7CdWp0oiVc3ONXUPq2obhqRLGjs8+fYGvPH/5xuNFGH79N1G6/UEWf//fUn3xy7hw55RaL1egeNubGH/fX8Yvj9/4eqFM/tYHiJeu0Lj+Ep4oboeVSz4XUCgW+RN/4ts4c+bMje1FGC8FlHJJjIfbIROqtW+ewH3TBV47U9j0Xs1XY754qWrxEcaYtqwokayOGrHy2CsVru0QCtey0nBUQ8dU2SfnbW4yGjvl0nLIpZVoz5XETn8fxTHXFlb53ce/zmp1587ifnmcqW/7YaovPM78J/4VRDXiMHmsn8tDUGTykb9O6Y6Hd9xeRAjGT+MNTRJdfQ6traxnMwngBwEPPvgQ3/CN30gQ7PyjUQg8Tg0LK3XHcjPnqLU/gQdjBZ+33lJipLBzV/FY4fx8g9E1C9ozxmx3rIuSU8UpPD9f58mr9T0D+AAihatrMUM5YbyYTLzV0PHsXINalP6aSewcUez49BPnOX9ptqNtSnec5fT3/hTLn/lFVp56FICh172b0Xd9CC9f2nN7L1cgd/Pr8FbmCK89j+8J42Nj/Ilv+zZOnDix5/YiwmgxSdedrybpsJ7Am04VuWMi39EpzuW640uXa5wZyyWxFlgnb2PMMS9Kz842eGmxsZ5smsZaqCzVGtRiZaHa/d1pn37iPBeuzFNrpIuo8PIlxt/3Vyi/4f0A5E/emVMKZWMAABBKSURBVGp7ESEYnWZi5iRvvWOSe++5By/lXX45XzgxFHDzaI6TQ8G2CPi9OIWXFkNU4abRIP3NIMaYI+dYF6W1huuqILXECku13m6XfunqQuqCtFHaYrSVF+S46667UxekFhHh1HBAMej+Rs7Q7sozJrP2K7yvU3ZLuDHGmMywomSMMSYzrCgZY4zJDCtKxhhjMsOKkjHGmMywomSMMSYzrCgZY4zJjIEUJRE5IyKfFpFnROQpEfmBQYzDGGNMtgxqpRQBf1tV7wPeBvxVEXndQQ5gqRYTxsqpoYCUjQgAaMTK8/MNLi6GrNTj1PEWqspKLeZ9b3+Qt9x/N7lg515xu7n71Bj/4i++i3/xF7+Ru06Npd5+tJTjh//46/nOBya4dyrfVUeFOyZy3DmZZ7rsdxVtUc4JN41YNwdjTGIgHR1U9TJwufn7FRF5BrgZeLrfrx055YX5BvPVGCVplXNyKGC12d1hz2aqzViKC832OErSx60SOiZLATl/7+m1ESvzlYjYged53DQzyczkGF/++gUuXZvbc/tizucvvOu1vPPe0+SbxexH/uSb+cOvv8ov/Y9nqYd7R1O853Wn+Tvf8gDFXNKt+w0nk751/+vlSkddLobzHm8/U2K04OOJUAzg9EjAYjVmLdy7QHsCZ8ZynBoO8DqMBDHGHH3STYDdvg5A5DbgM8D9qrq85e8+AnwE4NZbb334pZde6vp1VJW5aszzcw2cbu/Urc3mrHPVmHqbzqzV0PHcXINK6LY1b21NqaMFj5GCt+Mkq81MopU2mURxHLO4vMYXnn6OWn3nTuFvfM00f/WPvoFSPiDwNy/xothRaUT8m997kq+8tHNz1xOjRX7k2x/kvpvHKOY2H5OoKrHCc3N1nrxWbxtNcd9MgftmCjvmSzlVwjh5r+M2tW20YB3CzbHV9gd+43w3fermh3/yP/+vAxvUbvaxzVBH/9gHWpREZBj478CPq+pv7PbYs2fP6uOPP97V69Qjx3PzDVbqe0eDO1Vqka6vpCCZrC8th7yyHK2vjtppJbROlXzyG/rB1SPHXCVGFXZfhyhR7HjquYtcuHR1/asjpRx/+b33c/+ZKQq53U/11cP/v727j5HrKu84/n3uvfO63vf1G47N2iFOY5ngvJmW1EmwSgr+A2gSSIvUuk3U0jRCLSAQFRWqKH/Qpq1aqX8gBIhKjUhaShBFFUmoGqK2QELAydohMU4aaifEzvp17X2bnTn9496xJ7szO7O7zsy5499HGu3dmXtmnnPvzDxzzs6ep8zY4XG++B8HmJiKCwIacPsNo3x49y+RjQLCRda6K1ccM2XH9w9PMj55YdQ1mA95x6YChShoUgspTvBnpitM1NSVCg02D2YZVi0luXS19MTfctXV7nNf/fYbHUtL2p2UOrYgq5llgH8F7m+WkJbLOcfRs3O8dKrUNBlVBWYUM0Y+Mk5MlXltsszB8RlKZdfSfVSL3x07V2ZVtsKqXMCZ6QqTpdYqtoIRhSFvvWITmzes5Yn9B9mxcZC73rmtaTKpymVCrhldzd/vvYmv/OezHD4+wWdvu5YNQ8UFo6N6wsAoBsbNoz0cOV3i6Ven2LYmz+bBbIvVd43AoD8f0JMNOD45R29OVWdFpLmOJCWL39W+DPzUOfe3b9TjHDoxy/HJcssJqVZgRrni2H90elntHXB21jExWyawpZVDBwiCkL5VBT72vp1cPpg9/7ejVoVBQCEbcO+7trOuL0MY2JKTQRQYmwYybBrI4BxLHt2YGZkQ3jKcpS+n0ZGINNepb9/dCPw2sNvM9iWXPRf7QSZnm0/XLebcrFvRAao+9PJjMIaL0ZITUq1CNlxWQqoKLG67koSSDZtN94mIxDr17bv/osX5xY4zlj7MuegBdPoe0v34IpIeWtFBRES8cUlXnhURSZt2V4JtN42URETEG0pKIiLiDSUlERHxhpKSiIh4Q0lJRES80dVJqbNLzYqIyFJ1ZVIqVxzj5+aIAlvRP24OF0NCM6Jl3kkmgFxoZJe5IEMUwKtnSyvqw1zFragshNVclmtqrrLkelMicmnqqv9Tcs4xWapwciqui9SfD8lHdn79u1bfFgODfGTsWNfDrjcXeXD/aX46PkMLZYqAeDXsKDBu39bH9Rvy/M//TfGt5yeYq7S2qCvECW3H+gK3beuj4uDg+AyzLS4KW+1DNjS2juQoZoyTU2WmWl4UNmYki6pmjMmS49R083pT89vnI2MgH6pekoi0pGuS0lzFcXwyriZb+8aZiwLW9xqnp8ucbVDHqMoAM9jUn2F9b3T+jfTu64Z49tg09z9zipk5R2mR2hOZAK4cyXHnW/vpy8VDpF2jPWxfm+f+p0/x89MlZhvUa6q2L2YCfmfHAG8Zzp2/fsf6PC+fKfHymbmmiSkw2NAXsaEvc37Nu+FixHRSPqNZeyNOaEPFkChZs25VDgqZgBNTZWbmmie3wGCoEFJYTllfEblkpT4pOeeYmKlwZpGqsWbGQCGimI0rvs5VFo6aAourqV4xnCUXLXwj3bYmz2duWcM3n5vgySOTCxJTlEzVfejqAbavzS9oP1gIufftQ+x7dZoHxk4zV3HMzbuPTAC73tzDnq29CyrYBmZs7M8yUow4eHyWqdLCxWYDixPH1uFs3WSQr0nQ5xokaKOaTGzB6CYMjNU9EVOlCiem6ic3A4rZeHSkEhUislSpTkrVsuL1kkw92dBYuyp6XRIz4jfzLYMZRnqiRaeZclHAndv7eftlBf7xJ6eYmClTqsTJ5PoNBd5/VR/5Ogmtysy4Zn2BrcM5vn7gNGNHpylV4rgG8wF7rxlkQ19m0T4UMgFXr80tqBMVGIwOZFi7avE+BGYMFiJ6so7jSUn26nHIR8ZgoXmJiUImYH1knJoqn68TVT2Ow8WwblIXEWlFqpPSa+eaT2XNZ2b05UOK2YAz02XyUcCWoeyCkcliRgeyfPrm1Txy6Cz7j07zge39bB7Mtty+JxsnoOfHZ3jo2TPsvKzALZt7Wh5ZmBnrejMMFSNeODEDwOVDObJL6EM2NNYlCfpcqcJgIVw0oc4XmDFUjOiZq3ByqkwhE9DXoAy8iEirUp2UVvKFrigwtgxl6c0t76txUWDs2drLnq29y47hypEcn7pp9bLbZ0PjqtULpwpbVU3Qffnl12vKRQHrejUyEpGLQ+8mIiLiDSUlERHxhpKSiIh4Q0lJRES8keovOoiIdKOhnmzXV5htRCMlERHxhpKSiIh4Q0lJRES8ccknJZVUEBHxR6qT0kA+WHadHwNm5q+IKiIiHZXqb9+tyoXkM0HdkhWLqdYJWpXVWm0iIj5JdVKCeA26NT3h64r7NWJANjKGChfqBImIiD9Sn5QgXli0Jxuvcn1yqsx0nSJ0BgwVQ4oqOici4q2uSEpVYWCMzCtCZ0AhE9cJUtE5ERG/dVVSqqoWoZuYqZCLbEl1gkREpHO6MilBXISufwV1gkREpP00hBAREW8oKYmIiDcsLSsamNlrwM/r3DQCjLc5nIst7X1Ie/yQ/j4o/s5rpQ/jzrl3N7sjM/tOK/t1o9QkpUbM7EfOues7HcdKpL0PaY8f0t8Hxd953dAHH2j6TkREvKGkJCIi3uiGpPTFTgdwEaS9D2mPH9LfB8Xfed3Qh45L/d+URESke3TDSElERLqEkpKIiHjD26RkZl8xs2Nmtn/e9R8xs+fN7ICZ/VWDtu9O9jlkZp9qT8R141hJH14yszEz22dmP2pPxAtiWBC/mT2YxLQviXFfg7YdPwcrjL/jxz+Jo14fdpjZD6qxmdnOBm33mtnPksve9kX9uhhWEn+55lx9q31RL4ijXh/eZmbfT54j/2ZmfQ3advx1kDrOOS8vwE3AtcD+muveCXwXyCW/r6nTLgReALYAWeBpYFua+pBc/xIw4ts5mHf73wCf8fUcLDd+X47/Is+hR4D3JNt7gMfqtBsCXkx+Dibbg2mJP7ntbKeP/yJ9eBK4Odm+C/iLOu28eB2k7eLtSMk59zhwYt7V9wCfd87NJPscq9N0J3DIOfeic24WeAB43xsabAMr6IMXGsQPgMUlez8IfK3OzV6cgxXE740GfXBA9ZN5P/BKnaa/DjzqnDvhnDsJPAq0fYWAFcTvjQZ9uBJ4PNl+FLi9TlMvXgdp421SamArsMvMfmhm3zOzG+rsswE4XPP7keQ6X7TSB4hfuI+Y2VNm9gdtjK9Vu4Cjzrmf1bnN93MAi8cPfh//PwHuM7PDwF8Df1pnH5/PQSvxA+ST6b0fmNn72xdeS/YD7022PwBsrLOPz+fAW2lLShHxVMQvA58A/jn5xFurXiU/n7733kofAG50zl0LvAe418xuamOMrfgtGo8yfD8HsHj84Pfxvwf4qHNuI/BR4Mt19vH5HLQSP8AmFy/b8yHg78zs8nYF2IK7iJ8XTwG9wGydfXw+B95KW1I6AnzDxZ4AKsSLIM7fp/ZTy2X4NT3QSh9wzr2S/DwGPEQ8FeAFM4uA24AHG+zi9TloIX6vjz+wF/hGsv0v1I/N53PQSvy15+BF4DHgmnYE1wrn3HPOuVudc9cRf7h5oc5uPp8Db6UtKX0T2A1gZluJ/3g4f1XeJ4ErzGyzmWWB3wQ69s2dOpr2wcx6zKy3ug3cSjxd4ItfA55zzh1pcLvv52DR+FNw/F8Bbk62dwP1piAfBm41s0EzGyTuw8Ntiq+ZpvEnceeS7RHgRuDZtkXYhJmtSX4GwJ8BX6izm++vAz91+psWjS7Enz5+AZSIP3HcTfwG/k/EbxA/BnYn+74J+PeatnuAg8SfXj6dtj4Qf1vn6eRyoFN9qBd/cv1XgT+ct69352C58fty/Bd5Dv0q8FQS3w+B65J9rwe+VNP2LuBQcvm9NMUPvAMYS/YZq547j/rwx8nz+yDweS6sjuPd6yBtFy0zJCIi3kjb9J2IiHQxJSUREfGGkpKIiHhDSUlERLyhpCQiIt5QUpJLipmNzl+1XUT8oaQkIiLeUFKS1DOzvzSzP6r5/c/N7ONmdp+Z7U9q3txZp93vmtk/1Pz+bTO7Jdk+m9zvU2b2XTPbaWaPmdmLZvbeZJ8weYwnzewZM/twG7or0tWUlKQbPADUJp0PEi/dtAN4G/GyQveZ2fol3GcPcZ2f64AJ4HPAu4DfAD6b7HM3cNo5dwNwA/D7ZrZ5JR0RudRFnQ5AZKWccz8xszVm9iZgNXCSOCF9zTlXBo6a2feIE8czLd7tLPCdZHsMmHHOlcxsDBhNrr8VuNrM7kh+7weuAP53pX0SuVQpKUm3+DpwB7COeOTUSpmDOV4/W5Cv2S65C2twVYBqUcZKsso4xKUJPuKc82WhU5HU0/SddIsHiFdhvoM4QT0O3Jn83Wc1cUnrJ+a1eQnYYWaBmW1k6eUpHgbuMbMMxKu+J6uKi8gyaaQkXcE5dyApN/Gyc+4XZvYQ8CvEq0w74JPOuVfNbLSm2X8TT7WNcWHV9qX4EvFU3o+TQo2vAb5VSBVJFa0SLiIi3tD0nYiIeENJSUREvKGkJCIi3lBSEhERbygpiYiIN5SURETEG0pKIiLijf8H/M4Zvi0NIqYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\n",
    "    x='volume',\n",
    "    y='max_abs_change',\n",
    "    kind='hex',\n",
    "    data=fb.assign(\n",
    "        volume=np.log(fb.volume),\n",
    "        max_abs_change=fb.high - fb.low\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we specify `kind='reg'` instead, we get a regression line in the center and KDEs on the sides:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x16c70dd0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\n",
    "    x='volume',\n",
    "    y='max_abs_change',\n",
    "    kind='reg',\n",
    "    data=fb.assign(\n",
    "        volume=np.log(fb.volume),\n",
    "        max_abs_change=fb.high - fb.low\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we pass `kind='resid'`, we get the residuals from the aforementioned regression:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x16c70cf0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\n",
    "    x='volume',\n",
    "    y='max_abs_change',\n",
    "    kind='resid',\n",
    "    data=fb.assign(\n",
    "        volume=np.log(fb.volume),\n",
    "        max_abs_change=fb.high - fb.low\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, if we pass `kind='kde'`, we get a contour plot of the joint density estimate with KDEs along the sides:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x170d5510>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\n",
    "    x='volume',\n",
    "    y='max_abs_change',\n",
    "    kind='kde',\n",
    "    data=fb.assign(\n",
    "        volume=np.log(fb.volume),\n",
    "        max_abs_change=fb.high - fb.low\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Regression plots\n",
    "We are going to use `seaborn` to visualize a linear regression between the log of the volume traded in Facebook stock and the maximum absolute daily change (daily high stock price - daily low stock price). To do so, we first need to isolate this data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "fb_reg_data = fb.assign(\n",
    "    volume=np.log(fb.volume),\n",
    "    max_abs_change=fb.high - fb.low\n",
    ").iloc[:,-2:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since we want to visualize each column as the regressor, we need to look at permutations of their order. Permutations and combinations (among other things) are made easy in Python with `itertools`, so let's import it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import itertools"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`itertools` gives us efficient iterators. Iterators are objects that we loop over, exhausting them. This is an iterator from `itertools`; notice how the second loop doesn't do anything:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-->I'm an iterator\n",
      "This printed once because the iterator has been exhausted\n"
     ]
    }
   ],
   "source": [
    "iterator = itertools.repeat(\"I'm an iterator\", 1)\n",
    "\n",
    "for i in iterator:\n",
    "    print(f'-->{i}')\n",
    "print('This printed once because the iterator has been exhausted')\n",
    "for i in iterator:\n",
    "    print(f'-->{i}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Iterables are objects that can be iterated over. When entering a loop, an iterator is made from the iterable to handle the iteration. Iterators are iterables, but not all iterables are iterators. A list is an iterable. If we turn that iterator into an iterable (a list in this case), the second loop runs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-->I'm an iterable\n",
      "This prints again because it's an iterable:\n",
      "-->I'm an iterable\n"
     ]
    }
   ],
   "source": [
    "iterable = list(itertools.repeat(\"I'm an iterable\", 1))\n",
    "\n",
    "for i in iterable:\n",
    "    print(f'-->{i}')\n",
    "print('This prints again because it\\'s an iterable:')\n",
    "for i in iterable:\n",
    "    print(f'-->{i}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `reg_resid_plots()` function from the `reg_resid_plot.py` module in this folder uses `regplot()` and `residplot()` from seaborn along with `itertools` to plot the regression and residuals side-by-side:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 4 Axes>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from reg_resid_plot import reg_resid_plots\n",
    "reg_resid_plots(fb_reg_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use `lmplot()` to split our regression across subsets of our data. For example, we can perform a regression per quarter on the Facebook stock data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x218b2f30>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(\n",
    "    x='volume',\n",
    "    y='max_abs_change',\n",
    "    data=fb.assign(\n",
    "        volume=np.log(fb.volume),\n",
    "        max_abs_change=fb.high - fb.low,\n",
    "        quarter=lambda x: x.index.quarter\n",
    "    ),\n",
    "    col='quarter'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Distributions\n",
    "Seaborn provides some new plot types for visualizing distributions in additional to its own versions of the plot types we discussed in chapter 5 ([in this notebook](https://github.com/stefmolin/Hands-On-Data-Analysis-with-Pandas/blob/master/ch_05/2-plotting_with_pandas.ipynb)).\n",
    "\n",
    "### `boxenplot()`\n",
    "The boxenplot is a box plot that shows additional quantiles:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Comparing earthquake magnitude by magType')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxenplot(\n",
    "    x='magType', y='mag', data=quakes[['magType', 'mag']]\n",
    ")\n",
    "plt.suptitle('Comparing earthquake magnitude by magType')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `violinplot()`\n",
    "Box plots lose some information about the distribution, so we can use violin plots which combine box plots and KDEs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Comparing earthquake magnitude by magType')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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qspIY//3KykpbY1FKKdVwmowpFWbKysqID7ivlFIqvGkyplQYMcZQUlpKqv9x4DyVSimlwpMmY0qFkX379uHxeEgBokQoKCiwOySllFINpMmYUmFkz549ACQACSL7HyullApfmowpFUZ27doFQDKQ5POxc+dOewNSSinVYJqMKRVGcnJyAEjx33J27LA1HqWUUg2nyZhSYSQnJ4dIEeKBVKC4pIR9+/bZHZZSSqkG0GRMqTCyfft2UhEE2X9F5Q6tHVNKqbCmyZhSYSRn+3ZSjDUFUnUyVt10qZRSKjxpMqZUmDDGsGvXLlL8j6v/aid+pZQKb666N1FKNQfFxcVUut0k+R9HI0Q7hLy8PFvjUkop1TBaM6ZUmMjPzwesMcaqJYCONaaUUmFOkzGlwkRRUREAq4GPMQDE+nz7lyullApP2kypVJgoLS0FoAConh48CijVoS2UUiqsac2YUmGisrISOPCfNgKorKiwJR6llFKhocmYUmGiqqoKAAlY5uKXJE0ppVR40mRMqTBRWzJW5XbbEo9SSqnQ0GRMqTBRXl4OHJiMRQIV2kyplFJhTZMxpcJEUVERDg78p40FyisqtKlSKaXCmCZjSoWJnJwcUhwH/ssm+//qKPxKKRW+NBlTKgwYY1i9ahXpPt8By9v5//70009NH5RSSqmQ0GRMqTCwbt068vbsoftBy9sASQ4H33z9tR1hKaWUCgFNxlSLVFVVhcfjsTuMkJk9ezZRIhx10HJBOM7nY+GiRWzdutWW2JRSSjWMJmOqRfrrTX/l/vvvtzuMkFi9ejVffPEFA4wh5oBrKS0nY11VOXXKFIwxTR6fUkqphtFkTLVI635ex//+9z+7w2iwffv28chDD5HicHBaLdvEI5xpDIsWL+b9999v0viUUko1nCZjSjVTHo+HB8eNY+euXfzZ5yOqhlqxagOBHgjPTJ7MihUrmi5IpZRSDabJmFLNkM/n44knnmDR4sWcZwydD5GIATgQLsaQ4jPcc9ddrFu3rokiVUop1VC2JmMikiwic0TkZxFZKyKD7IxHqebA5/Mxfvx4Pv30U34PnFRHIlYtBuEq4yOispLbbr2V9evXN26gSimlQsLumrHJwCfGmN7AscBam+NRylYej4fHHnuMuXPnchpwej2fn4xwtc+Hs6yMsWPGsGbNmkaIUimlVCjZloyJSCLwO+BFAGNMlTGm0K54lLKbx+Ph4Yce2l8jdhaCBFkrFigVYZTPR2RFBbeOHcuqVatCH6xSSqmQsbNmrCuQB7wsIstF5AURibMxHqVs4/F4GPfAA8z76ivOAc44jCQsUIo/IYurquL2227TTv1KKdWM2ZmMuYATgOnGmOOBUuDugzcSketFZImILMnLy2vqGJVqdF6vl4ceeohvvv2WIcBvG5iIVUvyJ2QJVW7u/NvfWL16dUjKVUopFVouG/e9HdhujFnkfzyHGpIxY8xMYCbAiSeeqCNaqhbFGMPTTz/NV/4asUEhSsSqJSBcbXy86LYSsmnTp5OZmRnSfSilVHNljGHz5s2sWLECr9e7f7nD4eCoo46iZ8+eOBx2d5+3MRkzxuwSkWwR6WWMWQecCWhvY9Vg4TQK/VtvvcUHH3zAqQRXI/Yxhp3++y9iaAcMqeN5CQgjfD5mlpdz5x13MPOFF0hOTm5w7Eop1Zx4vV527drF5s2bycrKYv369axavZrCgoJanxOfmEi/o46iV69edOvWjczMTNq3b4/L1bTpkZ01YwA3A2+KSCSwCbja5nhUC1BRUWF3CEFZtmwZM6ZPpy9wVpDP2QlU+u9vqce+UhAu9/l4MS+PB8eNY8JTT+F0OusTrlJK2c4Yw969e8nOziY7O5vt27ezfft2tmzbxs4dOw6ckzg5laq27fEcPwhPpy6YyKj9q8TjxpW9haodW/l+3QYWLFwI/h/yDqeT9Hbt6NyxIx39tw4dOtCxY0fS0tIQCW0LBticjBljVgAn2hmDankKAn4FVVZWEhUVdYit7VFUVMQ/H3yQVggXYXCEuHmyJh0QhhrD+8uWMWvWLC6//PJG36dSSh0un8/H5s2bWb16NevXr2djVhZbtmyhvKzsl42cTkhKwZ2ciu+YE/GmtMKX2hpvahoEfPZHf/MZET//BF4PvqQUvB06UfG7s3H3OYZyALcb5948HHv34Nibz9bCfHZsyMLxwxKMx72/nKjoaDp17kyPbt3o0aMHRx11FD169Gjwj1u7a8aUCrmioqL994uLi0lLS7MxmppNnjyZosJCrjfmkNMchVp/YCPw4gsvcMopp9ClS5cm27dSSgXD4/Hw5ptv8t7777N3zx4AJDoGd6s2eLv1wZfaCl9yK7wpqZj4RAiiz5dz+zbixDD0wguYO3cuJdu3HbhBRATethl422YcuNwYZF8JjsK9OAvzqSzIZ23+HjbO/5qPP/4YgITERIYOGcLVV19NTEzMYR2zJmOqxSktLT3gfnNLxhYvXswXX3zBGUBGEyZiAIJwPobNxvDkE0/w7LRpzaLzqlJKVXv33Xd58cUX8bZqQ+VZ5+HN6IQvKRka0DwoVRUMHTqUMWPGAPDWZ58H+UTBJCTiTUjE2zHzl+X+JM2Vsw3P6uXMmjULEWH06NGHFZ8mY6rFcbt/qVKurKw8xJZNr6qqiqcnTqSVOPid8dkSQxzCOT4f761Zw6effsq5555rSxxKqcPzzDPPsHHjRrvDqLfu3bvvT4YOpUePHrgiImBvHtGrl+Peuwdvm3Z4W7fBl5waVE3YwUxkNHPnzgVg7ty5mLjEepcBgM+Ho7gIR/5unLm7iMjJxrlzOyIOevfufXhlosmYaoECO3D6fPYkPLV5++232ZGTw1WAq4lrxQIdBywRYfq0aZx66qnEx8fbFotSSgU6/vjj+debb/LJJ5+wcNEi1q1cgrf6c93pxCSn4klOxZucii/gZmLjaq89i4qifE85c+bMsR6nHqLFxBikohxH4d4DbhEFe5HCfPDH4nA46Na9OwMvu4zBgwfTqVOnwz5mTcZUixM4lswBV9bYLD8/n9deeYVeQA8bEzEAB8IQY3iuqIjXX3/9sKvWlVJNL5japXCXnp7OyJEjGTlyJFVVVWzevJlNmzaxZcsWtm3bxpat29j1Y9YvSRogUVF4k1vhSW2Nt1Ua3rR0vG3SISoab1rbA8rf/9hdhTN3F8683Tj37MZZkI+rIB9TUb5/W4fDQZu26WR270KnTqeRmZlJ165d6datW8guENNkTLU4xcXF+++XlJTYGMmBXnjhBaqqqmgujYIdEI7H8Pbs2VxwwQW0b9/e7pCUUupXIiMj6dWrF7169TpgucfjITc3d/8wF9nZ2Wzdto1NmzdTuHaltZEIvrR0qjp2wdO5W8CT3cS//SrO3Tngb0FJSEyka5cudD7pBDp16rR/SIt27do1+rhjmoypFmf79u013rfThg0b+PjjjxlkDK1srhULdBbwk8/H9GnTePiRR+wORymlguZyucjIyCAjI4OBAwcesK6wsJD169ezevVqFv/wA2uXLfjVgODde/Tg5DMv4+ijj6Znz560bt26KcM/gCZjqsX57LPPIBrEKaxcuZJLLrnE1niMMTw7dSoxIpzezGYHSEQ41Ri+/PZbfvzxR4499li7Q1JKqQZLTk5mwIABDBgwgFGjRuF2uw/oQywiREZG2hjhgfSadtWiFBQUsHfvXozD4G3jZdHiRbZfUbl48WKWLV/OGT4fMc2oVqzaKUCiw8G0Z58Nq6mklFIqWBEREURFRe2/NadEDDQZUy3M//73P+tOFJgOhsqKSpYtW2ZbPMYYZj73HKniCMlUExVATEwMw4YNIyYmhlBM/BSJcIbPx9qff+b7778PQYlKKaXqQ5OxWpSWlvLdd9/ZHYaqpwULFljvaieQBuISa5lNfvjhBzZs3MjvjC8kQ1lUwP6BC4cOHRqSZAzgeCDV4eCN118PUYlKKaWCpX3GavH888/z7rvv8uabb9KxY0e7w1FB8Hq9LFu+DBNpQAAn+Fr7WLJ0iW0xvffuu8Q7HBwbovHOouGAgQuTQlIqOBFO9vn4eM0aNmzYQI8ePUJUslJKqbpozVgtVq1aBUBZ4ISkqllbu3YtZaVlEPHLMtPGsD17O7t27WryeMrLy1m0aBHH+EJTKwZWMlZebg1cWF5eTnRISrUci/WB8PXXX4ewVKWUUnXRZKwW0oA5sJQ95s6dizgFAvplmvZWh/SPPvqoyePZuHEjHq+Xrk2+58MTi5Auwpo1a+wORSmljiiajNVCryoLL2vWrOHjjz/G28V74Ls63urIP+utWU0+5lhhYWF1CGEj3hgK9+61OwyllDqiaDKmwl5hYSH/uP8fEAvmqF8n0b5jfbhxc98/7qO8vLyGEhpHcnIyAMV1bNeclIiQlJJidxhKKXVE0WRMhTWPx8N9/7iPPfl78JzsOaCJcr9Y8JzkYVPWJh577LEmq/Xs2bMnsTExrGySvTVcLoadxtC/f3+7Q2mxdu/ezYwZM5g2bRpvvPHGAfOoKqWOXHo1pQprL7/8Mit/XIlvgA9SD7FhO/D18zF//nzee+89LrrookaPLSoqij8PG8brr7/O8Rh6NsMBX6t5MHyAEBcbw3nnnWd3OC2SMYann376gLHckpKSOP/8822MSinVHGjNmApbWVlZvPnmm/gyfZjOddd2mV4Gk26YNn0aubm5TRAhXHXVVXTt0oXZImyl4TVy7YAo/y3T/7ihPBjeAbZiuP2OO/Y3r6rQ+uCDD/j+++/pmRzH2R3TSI2OZOqUKWzZssXu0EImNzeXxYsXs3jxYtavX293OEqFDU3GaqFXUzZvxhimTJ2CiTCYY4NMcgR8J/hwe9zMnDmzcQP0i4qKYvyECaRlZPCqCCsamJANQWiHlYRdgzCkgbVt+zC8hrAaGD16NGeddVaDylM1+/jjj5k4cSJpMVFkJsQiIhydmoDxeBh7yy1s2rTJ7hBD4m93/I077riDO+64g+uuu46cnBy7Q1IqLGgyVgu9mrJ5+/LLL1m2dBnePt6a+4nVJg68Pbx89tlnLF++vNHiC5SWlsa06dPp268f7wBzMJSFoJasoX7GMM3hYEeEi3vvvZfhw4fbHVKLU1VVxZQpU3j88cdJjYrg2FaJ+3/oxbic9G+dSFlJCaNvvJF58+bZHG3DbNmyhc1bNnNyxrGM6ncRxhjmz59vd1hKhQVNxlTY2bp1K+MnjIdWYLrVP6kxfQySIIz75zj27NnTCBH+WnJyMk9PmsTIkSNZ7XAwxeHgRwzGhqSsGMMsDG8CaZ0789zMmZxzzjlNHkdLt2bNGq679lrefvttOsXHcEJaEk7HgTWZ8ZEuBrZJIsr4GDduHP/85z8pKCiwKeKGmTt3Lg5x8Oeef2BgxjF0Te7Ix3M/1h+2SgVBkzEVVgoLC/nbnX+jwleBd6D38N7BLvCc7KGwqJA777qzyWZZcLlcjBo1iudmzqRD9+7MAV4UIaeJEjI3hm8wTBZhvcvFNddcw/MvvEC3bt2aZP9HioKCAsaPH8/o0aPZuX07J6Ql0Sc1AUctXR+iXU5OapNEt6Q45n35JZddNpx33nkHj8fTxJEfvtLSUj768COOb9ObxChrZL3TOp7ItuxtLFy40ObolGr+NBmrRXVTgv6qaz6qqqq4+5672Z23G88pHohrQGHJVkK2ceNG/vnQP/GFaO7IYPTs2ZPpzz3HHXfcQWF8PDOA9zCUBJmUVfcZC5bBsBrDVIeDz4EBp5zCa6+/zogRI4iIiKjz+So4FRUVvPHGGwy/9FLmfvQRneKj+U16MmkxUXU+1yFC96Q4BqWnEO31MHnyZEaMuIpvv/02LD6DZs+eTWlZKed0+e3+ZSemH0VqTDIvvfhSk/5/KRWONBlTYWPy5Mms+WkNnpM80KrmbWSFQCFQCI75DutxbdpZA8J+/933vPrqq40Sc22cTicXXHAB/5o1i4svuYSVTieTRfgag7uOpGxIPTru52B4UYS3gOROnZg4cSKPPvYY7du3D8FRKLDGuvvoo48YPvxSZs6cSRxeBqWn0DslAZejfh+x8REu+qclcXzrJAp27+bee+/lr3/5y/65cpuj3Nxc/vWvf3FC2z4w7Hg+AAAgAElEQVR0TsrYv9zlcHFBt9NZt34dn3/+uY0RKtX86Thjtaj+NapXVTYP77//Ph9++CG+3j7oUPt2UiiI2/+a5Vl/DtUvy3Q3+Ap8vPzKy3Tv3p1TTz01hFHXLSEhgZtuuokLL7yQ6dOm8cV337HM4WCIz0evBlwpWYbhc2ApkJiQwB3XX8/QoUNxOp0hi/1IZ4xhwYIFTHv2WbZlZ5McFclJbZJJjT70FSVrC0oA6JOSUON6EaFNbBStYyLZsa+CjevW8de//pXf/va33HjjjXTq1Cnkx3K4qsdOMx4ff+559q/WD8w4hq+3L+HZqVMZOHCgDpuiVC20Zkw1ex9++CETJ06EdmCODnGTjYDpbyAVHhj3AN98801oyw9Sx44defSxx5g4cSLx7dvzBjALw77D6E+2CsMzDgfLHA6GXXwx/541iwsuuEATsRDKyspi7Nix3H333eTv3sVxrRMZ0CapzkQMoKTKQ0lV3f3BHCJ0TIjhN+kpdE+KY+GC7xlx1VVMnjyZkpKSUBxGg33yySd89913XND9DFrH/noaLYc4uLLv+ZSU7OOpp54KiyZXpeygyZhqtkpKSnj00UcZP348pq3Be7KXRhnE3gne33rxJHq47777mDJlChUVFY2wo7qdeOKJvPzKK1x77bWsc7qY6nCwPsiErALDbAyzgY7du/PCCy9w8803Ex8fTlOVN29lZWVMnTqVa665hp9WrqR3SjyntE2mbWx0o9WiuxxCt6Q4fpueSrvYSN595x0uGz6cTz/91NbkJjs7m0lPT6JHamfO7Hxyrdu1T2jLBd3O4Ouvv+ajjz5qwgiVCh+ajKlmx+Px8P7773Pp8Ev55NNP8PXx4f2Nt3Eb1SPBe5oXXzcfb7/9NpddfhlffvmlLV92ERERXHXVVbz40oukZ2byOjCvjmEw8jE853Dwk8PBtddey7QZM+jevXvTBX0EWLlyJSNHjGD27NlkxEbym/QUOifE1nqVZKhFOR0clZrIyekpSGU5jzzyCHfdeSf5+flNsv9AFRUV/OMf/8DhE67pdxEOOfRXydldTqFPq65MnjSZDRs2NFGUSoUPTcZUs1HdB2fk1SN56qmnKIkqwXuW12qabIp3qhPMCQbv6V7yPfk8+OCDXH/D9axcac9U3126dGHGc88xePBgvgI+pOb+b7swPO9w4I6LY9KkSVx11VW4XNodNFSMMfzrX//i5ptvpmRvPgPaJHNUaiKRTns+PhMjIxjQJpneKfH88MMPXH31SH788ccm278xhvHjx7N502ZGHf0nUqKT6nyOQxyM6ncRca5o7rv3XoqLi5sgUqXChyZjtdCO+01r9+7d3HXXXdx1111k783Ge4oX72lesKO/bxp4zvTgO8nH+m3ruemmm2wbjDMqKop77rmHyy67jB+ALw5aX4jhVYeDmORkps2YwXHHHdfkMbZkPp+PiRMnMmPGDNrGRHJy22RSgugXVpu1BSX7+4wt3l2wvzN/fYkInRNiOblNMp6yMsaOHdtk/R3ffvttPv/8c87vfjpHp/UI+nmJUfHccMwl5OXmMW7cuLAaR02pxqbJmLLdwoULuWrEVSxasgjfsT48Z3ugPY3TPyxYAibT4DnHg6+Pjy/nfcnIq0eyevXqpg9FhBtuuIHzzjuPb4AN/toxH4a3RfBGRjJx0iQ6duzY5LG1dC+//DLvv/8+mQmxHNMqsd5DVRyspMqDxxg8xlBQ6Q6qI/+hxEe6GNAmiQSXkwceeKDRa3F/+OEHpj07jePa9ObcrvW/8rhLcgcu6zOUJUuWMGPGjEaIUKnwpMmYstWKFSu45557qIiqwHO2B9OziZokg+WyruD0nOmh0F3IrbfdSlZWVpOHISKMHTuWTh078pHDgRfDCmCbMdx2++1kZmY2eUwtXVZWFq+99hoZcdH0TI5rtrXlEQ4HJ6QlEuUQHn30kUarcdqxYwfjHniAdvGtubrfn+rsJ1ab33Q4gdM7DWD27Nl88sknIY5SqfDUnL721BHGGMOEpybgi/Xh+V0DR9Sv5oaYmBiGDRtGTEwMuENQJlgj9p/moYoqpkydEqJC6ycyMpLRf/kLe30+VgPfioOePXpw9tm/Ht9JNdxHH32EQ4TeKfHNNhGrFuFw0CMplpycnSxfvjzk5ZeVlfH3e/6Or8rL6OMuJdpV96wCh3JJr3PomZrJ+PHj+fnnn0MUpVLhS5OxWrT08XD+/e9/M3bsWFtjKCwsZNvWbXi7eOHwu+EcyA1Dhw5lzJgxDB06NHTJGEAMeDt5WbFihW3vj0GDBtGmdRpfAHuMjz9ddFGzTxTC1Y4dO4iLcBLRwKbJQB6f74AfC54QThOUHGlNbZWTkxOyMsH6LHz88cfZsnUL1/YbRlpsaoPLdDqc3HDsxSRGxHHfvfeG7eToSoWKJmNHqOnTp7Ns2TJbY4iNjbXmRiwKYaERMHfuXJ555hnmzp0LoZx60YAUCcnJybYlQA6Hg7PO/gOFQHRUFL/5zW9sieNIkJ6eTpnHG9KEye0zB/xYcPtCl9QXu63mybZt24asTIBZs2Yxf/58/tTjLPq2Dt2k8vGRcdx47CUU7C1g3APaoV8d2TQZq4VOFN74oqKiuOiii3BsdSBZIUpuIqC8vJw5c+ZQXl4eumTMgKwRZLcw/NLhISr08Nxwww385z//4T/vv6/TyzSiwYMH4/H62FRcFrIyIxxywI+FCEdo3vc+Y8gqLqNVq1b0798/JGUCLF++nOdmPMcJbftyduYpISu3WqfEDC7vcx7LVyzn+eefD3n5SoULTcZqoXNTNo3rr7+egScPxLHMgSwT8NodUQ3cIIsExxoHgwcP5uKLL7Y1HBEhNTWV2NhYW+No6fr27cvQoUPZXFzG7rLQzMjgcjgO+LHQ0KszwfqsWrO3hOJKN7fddptV2xwCe/bs4YH7H6BNXCojjr6w0T4LB7U/jt916M+///1vvv3220bZh1LNnSZjylYRERE89uhjXHLJJTiyHLi+dEFz6j6SC67PXTi3O7nuuuu45557cISwD5Fq3saOHUufPn1YtbeEPeVVdofzK8YY1heWsqO0ghEjRoRsonuPx8P9999PeWkZNxx7SYM77Nflkj7n0jkpg0ceeYTs7OxG3ZdSzZF+qyjbuVwubrrpJsaPH0+yKxnnl05ktc21ZB6QZYLzayfpSek8++yzXHnllVpTeoSJiopi/PjxdO6cyYr8YvIrmk9CZoxhQ1EpW0rK+OMf/8ioUaNCVvb06dNZvXo1V/Q9n4z4NiErtzYRDhc3HHsJ4oF/3PcP2+aGVcoumoypZmPgwIG88dobDD5nMI61/lqypp92D3aB6zMXzk1OLr74Yl595VWOPvpoGwJRzUFiYiKTJk+mY6dOLN9TTEEzSciyisvYXFzG+eefz9ixY0P2Q2HevHm8/fbb/L7TQAa06xeSMoPRKiaZUUf/ic2bNzN+/Hjtr6uOKJqMqWYlISGBv//97zzxxBOkRqTinOdElkvQQ1SYZIOJ8N/SDCa5Hh/oFVbfMOe3TtqntGfq1KncfPPNREdHH97BqBYjOTmZyZMn0y4jg+X5JQ0eOb+hskvKySoqZfDgwdx+++0hazrfvHkzjz/2ON1SOjKsV9OPX3d0Wg/O63Yan3/+Oe+9916T718pu2gyppqlQYMG8cbrb/DnP/8ZZ5YT16cuZItQwzzZBzDHGWs+y2Twne6zHtfFB7JBcH3qImJHBCNGjODll1+mX7+mqxVQzV9KSgpPP/008QkJrMgvpsobuiEv6iO/ooq1hfs4+eSTufPOO0OWiJWWlnLv3+8lUlxcd8zFOB3OkJRbX0O6/Y5+aT2YOmWqLdOPKWUH25MxEXGKyHIR+cjuWFTzEhcXxy233MLMmTPpldkLxw8OnF85Q9vBPw9cX7pwrHBwwjEn8Oqrr3LNNdcQFdW4HZZVeGrbti2PPf44lT7DT3tLmrwprdLrY/XefXTo0IFx48bhcrlCUq4xhscfe5ycnByu6zeMlOjEkJR7OBzi4Op+F5ESncj9/7hfB4RVRwTbkzHgFmCt3UHURgcitF+vXr2YMX0Gd999N4meRKuDfz2aLmtUCbJYcM530jqyNQ899BATn5pIp06dQha3apn69u3L6NGjyS2vZPu+putoboyVAHpFeOihh0I6tMk777zD1998zZ96nEnP1MyQlXu44iJiuOGYiykqLOThhx7GF8KBd5VqjkLzs+owiUgHYCjwCHCbnbHUxu0O5Xw66nA5HA6GDBnCqaeeysyZM/nggw9gJ3j6e6C+A45ng2uFC3ELl11xGVdddZX2C1P1MmzYMBYuWMCK5ctJiY4gPiK4j9KESNf+/mYJkS4SIoP/CM7eV05eeSVjxoyha9euhxV3TbKyspg+bRr90nryhwYO7PrW2v+yvWTX/scdEtL5vz7nHlZZHRPbcUmvwby55CNmz57NpZde2qDYlGrO7K4ZmwTcCTTbnz1VVc3jyillSUhI4Pbbb2fq1Km0T2mP8xt/LVkww2D4B291LnTSo3MPXnzhRa6//npNxFS9ORwO/n7vvcTGxbEyvyToKZP6pCTsT8IGtE2hT0pCUM8rqnSzvqiUAQMGcNFFFzUk9AN4PB4efeQRYpzRIRnYdXvJLtYXbN1/C0zMDsepHfpzbJtePP/882zbtq1BZSnVnNmWjInIeUCuMWZpHdtdLyJLRGRJXl5eE0X3C60Za5769evHyy+/zLBhw3BsdOCa54J9h3hCIbi+cOHa7mLUqFHMmD6Dbt1CN8+eOvK0bt2aB8aNY5/bw8r8EnyN1H+szONlRX4JrVqncd9994V00OH333+fDRs3cmnvc0mIjAtZuaEiIlze9zxcOJk8abLd4SjVaOysGfsNcIGIbAFmAb8XkTcO3sgYM9MYc6Ix5sS0tLSmjrHFJ2Ph3BcjKiqKMWPG8MQTTxDnjbMSsj01bJgDrq9cpEanMmXKFEaOHBmyjs/qyHbSSSdx++23k1deyY97ivGGOCErdXtYmleEyz/4bCjnIq2srOTVV16lV2oXTmjbN2TlhlpSVAJDu/6OH5b8wIoVK+wOR6lGYVsyZoy5xxjTwRiTCVwKzDPGXGFXPLVp6clYSzi+QYMG8cLzL5CRloHrW9eBHft3gvN7Jz26Wc2SOlyFCrULLriAW265hdzySpbmFdU55EWwfcUKKt38kFeEMzqGpydNokuXLqEKGYCvv/6awqJChnQ9tdnPLHFax5OIi4zVscdUi2V3n7FmryUkK4fSUvrEZWRk8OzUZ2mT1gYpFqsXYhm4Frvo3r07z0x+htTUVLvDVEEoKSnhgw8+YM+emqo5m6c///nPPPDAA+zz+FiYW0hRZe2fG31SEg7ZV8wYQ3ZJOUtyC0lNa8OMGTPo1atXyGP+9ttvSYlJoldq6JK8ck8lMTExDBs2jJiYGMo9lSEpN9IZQf82fVjw/QK9wl21SM0iGTPGzDfGnGd3HDWprAzNh0lz1ZKOLzU1lQcfeNBKxMpB1gpO4+Thhx4O6TAAqnF9+OGHTJgwgTfffNPuUOrlzDPP5Nlp04hPTmFxbiHbSsrqPQ6Zx+djVX4xawpKOOmkk3j++efp2LFjo8S7ccMGuia2D2mtWLm7gqFDhzJmzBiGDh1KuTt0Q390Te5IRWUFOTk5IStTqeZCO87UovpDtKVPWFtWVmZ3CCHVt29fEhISKCktwZHt4Ow/nE1GRobdYal6qL5qLntbts2R1F/v3r156aWXePjhh1m0aBEFlW6OSk3AFUSn+31uDz/ml1Dq9nDNNddw5ZVXhrSz/sFK95USl9gupGXGREQzd+5cAObOnUvriKSQlR0faf2g2rfvUFfqKBWemkXNWHPk8/+gbenJWHFxsd0hhFxiYiL4wLgNAwcOtDscVU/r16+3/m7YEJaTRSclJfHEE09w/fXXs7u8isW5RZR5Dj32Sm5ZJYtyC3HGxDJx4kRGjBjRqIkYQEJiIsVVpSEtM8YVRXl5OXPmzKG8vJwYV+hmsiiutJKwxET7ZgdQqrFoMlaL8vJywJqvraUJ7HNRWFhoYySNI3DcsM6dO9sYiaqvsrIyNm3aRKQzmsLCAnbu3Gl3SIfF4XBwxRVX8NRTT2EiIlmcW0hxVc39yLJLylm+p4hu3Xvw0ksv0b9//yaJsXef3mQVZeP1BTNIn/3WF2wlIT5ea7pVi6TJWC1KS/f5/7a8ZGzv3r3774dTJ+lgBQ5boZ32w8vKlSvx+Xz0zbBGgl++fLnNETXMiSeeyPQZM0hMTmFpXjH73Ad2Ps/eV86aghIGDRrElClTaMrhe04//XRKKkv5MXddk+3zcJVWlbE8dy2n/u53jV5jqJQd9F1dA2MMpfusJKykpMTmaEIvsLYhXGseDiXwwzomJsbGSFR9LV26FIfDSde0Y4iJjGfp0kOOCR0WOnfuzJSpU4lLSGDFnuL9o/UXVFSxtmAfAwcO5OGHH27ymSBOOeUUOrTvwAdZX4WsdqxDQjoxrihiXFH0TOlMh4T0kJQ7d9M3VHndXHLJJSEpT6nmRpOxGpSXl+P1Wr9gW2Kfquxsq2O0U8z++y1J4Mj6kZGRNkai6mvF8hW0imuHyxlB6/gOLF++Iiz7jR0sIyODhx95hDKPlw2FpfiM4afCUtq2bcu4ceOIiIho8picTic33XwTO/flMXfTNyEp8//6nEvHhHQ6JqRz+4CrD3teykBZhdnM27aI8847L6RzcirVnGgyVoPAflQFLbBP1ebNm4l0Cse1drN5U5bd4YTcTTfdtP9+cx/MUv2isrKSjVkbaRXfHoDW8e3Jz99Dbm6uzZGFRr9+/Tj//PPZtq+cL7bnUVrl5tZbbyUuzr5piE455RTOOeccPt70DWv2NL/PgpKqUl5Y+Q5t27Rl9OjRdoejVKMJamgLETmhhsVFwFZjTIsbga86GfNFxLbIDu4//7yWzgkeuiZ6WZq1k5KSEhISgpuwOBxo02R42rJlC16vl6KyPJZvm0fHlJ4AZGVl0bZtW5ujC42RI0fidrtxu92kp6dz8skn2x0St956K+vXref5VXP420lXkxHfxu6QAHB73Uxf8Rb7PGVMfehJ4uPj7Q5JqUYTbM3YNGAhMBN4HliANZ/kehE5u5Fis83+ZCw2heKiIrze8LjaKBhVVVWs+3kdlR7D5mInAD/99JPNUYWW1oaFpy1btgBQ4S6jsCyXxJjWByxvCVq3bs0999zD/fffz/XXX98s3quxsbE8/sTjRMfF8MyyN8kvt/8HqNfn5fkf57CpMJt777uX3r172x2SUo0q2GRsC3C8f8Lu/sDxwGrgLODJRorNNtVXG/piUzHGtKh+Y2vXrqXK7cZrhBK34HSE/xVrqmXYtGkTDocTp8OqsI90RRMblUBWVvNrPmtp2rVrx4SnJuB2eHl66WsUVBTZFovX5+WlVe/yY946brnlFs444wzbYlGqqQSbjPU2xuyvPjHGrMFKzjY1Tlj2qq4ZMzHWsAgFBQV2hhNSixcvxiEQ5zII0DPJw+JFC+0OK+SioqNo37693WGoeli2bBmpsW0PqC1KiU1n+fLlLaITf3PXvXt3Jjw1gVJfOU8teZW9NtSQeX1eXlz1Lkt2/cTo0aO56KKLmjwGpewQbDK2TkSmi8hp/ts0rCbKKKDFzaRdUFCAuCLwRcbtf9xSfPe/b+mZ7MEh1pfbsa2qyNq0mV27dtkcWWi99OJLTJo0ye4wVJDWrVvHunXryEjuccDyDik92bNnDwsXtrwfDM1R3759mfj005SZSiYseYXc0vx6l9EhIf2whrRwe9089+Nslu76ib/85S8MHz683mUoFa6CTcZGAhuBscCtwCb/MjfQ4uqQi4qKMEZw5VmDIbaUZsrt27ezafMW+reu2r/sxDZWLv3NN6G5tL256NixY4vp9N3SVVRU8PjjTxAdEUvXtGMOWNchpRcJMSlMnDixRV5M0xz17duXSZMn4Xb6mLDkFXaU7K7X8/+vz7n1HtKi0lPFs8v/zY+56xg7diyXXnppvZ6vVLgLKhkzxpQbY54yxvzJGPNHY8wEY0yZMcZnjGlxs7ZayZjBUWkN+NpSkrGvv/4a+CUBA0iP9dEh3sfXX8+3KSp1JCspKeHOO+9k06YsTswcTKTrwIFPnQ4nAzKHsCcvn1tvva1FzhjRHPXq1Yupz07FFRvJU0teZXPh9kbbV6m7nElLX2fd3i3cc8892jSpjkhBJWMi0kNE5ojIGhHZVH1r7ODsUlhUBCIg1ukpKrKvM2sozf9qHl2TvKTF+A5YPrBNJatX/6RfdKpJrVixglGjRrFy5SoGdhlKRnK3GrdrFZ/Bb7r/ka1btjHq6lF89913TRzpkSkzM5Nnpz1LYmqSlSzlbw75Poor9zFxyats27eTB//5IOee2/BBYpUKR8E2U74MTAc8WM2SrwGvN1ZQdisoKNyfiIkrskX0Gdu1axfr1m9gQFrlr9YNaFOFMabFNVWq5ikvL49HH32UMWPGUFpUyRm9LqVTqz6HfE56UhfO7HM5uCO45557uPfee9m+vfFqa5QlIyODZ6c9S9v26UxZ/iar8taHrOyCiiIm/PAKeZUFPP7445x22mkhK1upcBNsMhZjjPkSEGPMVmPMOOD3jReWfXw+H/l79mAc1hhcJjKOvLw8m6NquOrahMAmymrt4320izN8993/mjosdQQpKChg2rRpDB8+nM8/+5ze6QM4u+8IWsVnBPX8pJjWnNnnSvq1P5UF3y/iyiuvZMKECezeXb8+Tap+WrduzZQpU+jStQvTV7zFit1rG1zmnvICJvzwCiW+MiZOnMiAAQNCEKlS4SuoEfiBChFxABtE5CZgB9A8hmkOsby8PGteSlcsAJ6IOLZv32FzVA234PvvaRdnSI/11bj+uFaVfLF8OeXl5TqCvQqpvLw8Zs2axQcffEBVVRWdUvtyVPtTiI9KrndZToeTPhknk5l2NGtyFvDRR3OZO/djBg8+h8svv5wOHTo0whGo5ORknp40iTvuuIOZK9/m+mMu5ri2h67NrE1+eSFPL3mNCnHz9NNP06fP4ZWjVEsSbM3YWCAWGAP0B64ArmqsoOy0ebPVL8I4rTzVxKSwLXsbHk/4zvrk8XhYufJHjk75dRNltX6t3Lg9XlavXt2EkamWLCcnhyeffJJLLvk/5sx5h/T47pxz1CgGdh1yWIlYoJiIePp3/gPnHn0tma2O5pP/fsrll1/Ogw8+yKZNLbY7q60SEhKYOHEivXr1ZubKOazO21DvMooqS3h6qT8Rm6SJmFLVgq0ZM1h9xDoDEf5lzwPH1PqMMLVunTWcBQ7rML1xrfDscrNlyxa6d+9uY2SHb+PGjVRUVtErpfaEsmeSBxFYtWoVJ510UhNGp1qanJwcXn31VT799FMEB5mtjqJXuwENTsBqEheVSP/Of6Bvu0Gs372Eb+Z/y5dffslpp53GqFGj6NKlS8j3eSSLi4tj/ITxjL3lFp77cTa3nngVXZM7BvXccncFzyx7gxJPGZMmT6JXr16NHK1S4SPYZOxN4G/AKqDmdq4WYtWqVRCXal1NCfji2+5fHq7J2Pr1Vqfbrom1z7EZ7YKMOPNLMqpUPZWWlvLKK68wZ847YKBb2vH0Th9ATGTjT/AcExnPsR1Pp3e7gazftZTvv1vIN998w5AhQ7jhhhtITg59InikSkhIYMJTTzH6xtFMWzGLuwdeS+uYlEM+x+vz8tyPb7OzdA9PPvkkffv2baJolQoPwTZT5hljPjDGbPZ34N9qjNnaqJHZwOv1snLVKtxxv3SHM1HxSFSclaSFqS1bthDlFNKiD51Ht491s3VL6C9fVy3f0qVLufLKK3nrrdl0SunDuf2u5fhOv693IrZ82zwKy3IpLMvlq59nsXzbvHo9P8oVQ78Ov2VIv+vo3uYE/vvxf7n88iuYP39+vcpRh5aSksKT45/E54QZK96iynvoiVj+s+FL1uZncfvtt2vNu1I1CDYZe0BEXhCR4SJyUfWtUSOzwcaNG6koL8eb0O6XhSK449uyLIwn087JyaFtrI+AKf9q1DbWy67duXi9tdegKXWwd955h9tuuw13qeHMPpdxUpfBxEYmHFZZhWW5uL2VuL2V5JVkU1iWe1jlRLliOL7T7/nDUSOI8MVx//3388ILL+gclyHUqVMn7n/gfrKLd/HO+s9r3W513gY+2/I9F154Ieedd14TRqhU+Ag2GbsaOA4YDJzvv7W4/6q1a61Ltn0JB14o6o1vy978/LAd4mJPXi4pkXVfgJAaZfD5fDrtjAraF198weTJk2mX1I0z+1wR9DAVTSUppjVn9B5Ol9b9eO2115g9e7bdIbUogwYN4uKLL2b+tsWs2/vrWvVyTwWvr/mQzM6Z3HTTTTZEqFR4CDYZO9YYc6IxZoQx5mr/bVSjRmaDdevWIZExmIOaVnxxaQD8/PPPdoTVYIWFhSRE1t3VL8m/jSZjKhhlZdYYUa0T2nNKtwtwOSPtDqlGToeTEzPPoX1Kd2bOnBm2P6qaq+uuu4526enM+vm/eH0H1qp/nPUNRZUl3H3P3URFRdkUoVLNX7DJ2EIRafE9Lrdu24Y3KomD2/N8MUkAYTvid2lpKbGuuptnqrfZt6/FTTeqGsGCBQvYt28f/dr/Dod/kOTmSkQ4tsMZuN1u5s2rXz80dWjR0dGM/stfyCnJZfHOX/rWFlQU81X2Ys455xztsK9UHYJNxn4LrBCRdSKyUkRWicjKxgzMDtnZ2/FGJ/56hSsKiYwJy2TMGEN5RSUxzrqTsSj/NhUVFY0dlmoBtm61ruFpbk2TtYmPTiYmMo5t27bZHUqLc9ppp9Gtazc+2/r9/n5587YuwuvzMXLkSHuDUyoMBJuMDQZ6AGfzS3+x8xsrKDu43W6KiwoxkXE1rveF6bRIHo8Hn89HZBAVFwwVjbgAACAASURBVNXblJeXN25QqkVwOKyPj3DqFG8w++NWoSMiDLt4GDkluWwqzMbr87Jg5wpO+c0pZGSER7KulJ2CGmesJQ5jcbC8vDyMMb/qL1bNGxFHzs5dTRxVw1XXckU6gq8Zq6qqatSYVMuQnp4OQGllIYkxrWyOpm5Vngoqqspo27at3aG0SGeccQYTJ07kycUvkRAZR0lVKeeee67dYSkVFoId9LXF27lzJwC+qJovyTdRCezatQFjDFLXGBHNSHUyFlWPZkqtGVPB6NGjBwAFpbtCloy5vZXExMQwdOhQ5s6di9tb+xRe9VVQZk0oXh23Cq3Y2FiuvfZali5dCljzWeoE4EoFR5Mxv6ysLABMTM0jdftikqnaVUlOTg7t27dvytAapDqxig6iA391MlZWVtaoMamWITMzk+joGPJLd9K59VEhKdPtqWToBUMZM2YMAP/9oPbxq+orf5/1g0s7kzee4cOHM3z4cLvDUCrsaDLmt2bNGiQqHhMZW+P66uEtfvrpp7BKxoqLiwGICyIZi3GCQ6CkpKSxw1ItgNPppHfvXmzbELrm+whXFHPnzgVg7ty5RLkOb/DYmuwt3UmHDh1JSAhdmUopFQrakxWrk/vCRYuoChx5/yC+2BQkMoaFCxc2YWQNV1BQAEBiZN3JmAgkRsn+5yhVl969e1NUnofPF5pZGyKcUZSXlzNnzhzKy8uJcIZubKqi8lx699bJqZVSzY8mY//f3p3HR1mdfx//XLNk3yAJS4CwhX2RsIi4ANalWqjoTwStoIgPoix9rPpTW+vuo63WDYuKrYLVtmChtVrcLYqgsgjITtgDgYQEErIns5znjxkUJZBtZu5kcr1fL14mmbnP/T1OMrly7nOfA6xbt47ysjI8rTqf/kliozqxEytXftmsln44cQdoq8i67e/eKsLTLO8aVdbIyMjA43VTUnnM6ihnVOWuoKyqWOeLKaWaJC3GgHfeeQdxRuNJ6nTG57lTMqioKGfZsmUhStZ4hw4dIsIOiXUYGQNIjXJz6OCBIKdS4aJnz54AHC1r2ncaH/PnO5FXKaWakhZfjB0+fJgVK1ZQlZIBtawi7o1vDzFJ/GPx4maztlJ2dnadNgk/oV2Mh0O5ebhcruAGU2EhPT2dpMQkco+fui9hU5J7fC8Oh0Mn7yulmqQWX4wtWrQIL+Bu27/2J4tQ1bY/u3buZM2aNUHPFgh7du+iY0ztm4Sf0DHOg9fr1VXKVZ3YbDYuuvgiDh/fRXlVsdVxalTtriL72BbOO+88oqOjrY6jlFKnaNHFWF5eHu+8+y6u5AxMZM0r7/+YO6UHEhnHq6++1uRHx4qKijiSX0Dn+LoXY53jfROxs7KyghVLhZmJEydid9hZs+9DvKZucxNDxRjD+uxPqHZXMXnyZKvjKKVUjVp0MbZgwQI8Hi+uDpl1P8hmpzJtENu2bWXFihXBCxcA27ZtA6BbQt3vdGsf4yXaIWzZsiVYsVSYadeuHbfffjt5xftYtWcpHm/di/9g8hov67M/Zf/RrUydOlXniymlmqwWW4zt2LGD9957j+o2fTCnWXX/dNwpPSE6iT/Onduktw5av349DhtkJNb9l6NNoGdiNRvWrwtiMhVuxo4dy2233caBY9tZtmMhJZXWLo9SUV3KF1mL2XVkPRMnTuSGG26wNI9SSp1JiyzGPB4Pzz77LDijqK7PqNgJNhuV6edw+NAhFi5cGPiAAfLlyhX0THLXaZPwkw1IdpF94CA5OTnBCabC0nXXXcdjjz1GlSnm462vs+3wKjz1XH8sKaYNTnskTnskqfGdSIppU6/jvcbLriMb+HDLfAorD3P33Xczc+bMZrWFmVKq5WmRxdiSJUvYunUrlR3PBkfDFpX0JHXE3bor8xcsYN++fYENGAC7d+8m+8BBhqbWf+RuSKrvTsrmtISHahpGjhzJX/7yF84ZMZxNB5fz0db5HCzMqvP8ysz0n5AU04akmDZc2PtaMtN/Uudz5x3fx6fb3mDd/o/p27838+fPZ+zYsQ3tilJKhUyLK8b27dvHvFdewZPUCXdKRqPaqupyLl5x8OhjjzW5pSDefvttnHZhRNv6F2Op0V76tnLz77f/hdvdNOb/qOYjNTWVxx9/nKeeeopWqfF8uevfLNv+N/JLgrN+XWFZHsuz/sHnWf/AGSs8+OCDPP/883TqdOZ1A5VSqqmwrBgTkU4iskxEtonIFhH5v8E+Z2VlJfc/8ABu7FR1PZ86L751Os5oKrqcz86sLF5++eXAhAyA3Nxc3lv6H85rW0l8HRd7/bGfdqok70g+H374YYDTqZZi+PDhLFiwgP/93//FRFSxbPtCvshawvHywOzwUFpZxFe73+XjrX+hzHOUGTNm8Ne/vslFF12klyWVUs2KlSNjbuBOY0wf4BxgpogEbUVGYwxPPfUU+/fto6LrKExE3ZayqI2ndRdcbfvyj3/8g08//TQgbTbWyy+/BMbLVd0qGtzG4FQXGYke/vynVygtLQ1gOtWSOBwOfv7zn/P3hX9n+vTpFLvz+Gjr66zd9yGVrrIajzlxmfJ0qt1VbMhexgdbXiOvdA+TJ09m0VuLuPbaa4mMDNxelkopFSqWFWPGmMPGmHX+j0uAbUCHYJ1v0aJFfPzxx1R3HIInqWNA265OH443vi2PP/GE5etzffHFF/z3v8u4onM5yVENXwdNBCb3LKOwsJC5c+cGMKFqiaKiorj++utZtGgR48ePZ/+xLXyw+TV2H9lwynyyzPSf1DhXzBjDgWPb+XDLa+w88g2XXfZTFi5cyLRp04iLiwtVV5RSKuCaxJwxEekCZAKranjsFhFZKyJrG7qB9VdffcVLL72Eu3VXXGmDGpW1RjY7FT0uwm2L4J5776WgoCDw56iDgoICnvz97+gc7+XnXRq/mXn3RA8/S69k6dKlLF++PAAJVUuXkJDA7NmzWbBgAf369+Gb/R+zPGsxFa4zj75Wuyv5ave7fLX7XTp1TmPevHnce++9pKSkhCi5UkoFj+XFmIjEAUuA240xp+ynYox5xRgz1BgzNDU1td7t7969mwcefBBvTDJV3UY2fp7Y6ThjKM+4hGOFx/n1b35DVVVVcM5zGh6Ph0cfeYTKslJm9i/BEaBXdnz3CrolePndE4+Tl5cXmEZVi9e5c2eee/457rzzTgorD/HJ1je+28z7x4orjvHp9jc5XLyLW265hZfnvUzv3r1DnFgppYLH0mJMRJz4CrG/GmP+Gej2i4qKuOfee6k2dip6XgJ2Z6BP8QPe2GQquo1mx/Yd/P73vw/pdkl///vfWb9hAzf0KiUtNnBb0jhsMLN/CZ6qCh595BE8nvqtG6XU6YgI48aN45VXXiGhVSyf71hEQckP17Y7XlHAZ1l/x+b0MmfOHCZNmoTD4bAosVJKBYeVd1MK8CqwzRjzTKDbd7vdPPDAg+TnF1CecVHAJuzXxtO6M9Udh/DJJ5+EbEHYvXv38uqrf+acttWMbF/7UhZv7Ihmf4md/SV2Hlsbxxs7zrx5ctsYLzf2KmXjpk0sXrw4ULGVAqBbt2689NJLtGmbysrd/6LMv+F4lbuCFbv+SXRsJC++9CIDBgywOKlSSgWHlSNj5wGTgZ+IyAb/v58FqvH58+ezYcN6Krucjzeufqt4N5Yr7Szcrbsyb948Nm7cGPTzPffss0TZvdzYq7xOV2H3l9ip8Nio8NjYXuRkf0ntS/Sf166as1JcvPbqnzl69GgAUiv1vZSUFJ586knEDt/s/wiAbw98RqWrlCeeeELXDFNKhTUr76ZcYYwRY8xAY8wg/7/3AtH2N998wxtvvIErtRfu1B71Pj5i/1fYyo9iKz9K1Nb/ELH/q/o1IEJV1wvwRsbzwIMPUlJSUu8MdbV9+3bWb9jAVV3KG7ymWF2IwKQe5VRUVvHOO+8E7Tyq5erUqRM33zyV3ON72VewmX0FW7jmmmvo2zdoK94opVSTYPkE/kArKyvj/z3+BEQnUd1lRIPasJUdRTwuxOPCXpKLrawBI0GOCCq6X8ixY8d44YUXGpSjLj744AMi7MLItODfMNA+1suAZBfvv7c06OdSLdMVV1xBdHQ0q/e+jwhMmDDB6khKKRV0YVeMzZ8/n4L8fCq6XgA2ayf6emNTqG5/Fh988AHr1q0Lyjm2bdtK9wQXMSHq6oDWLnLzjlBUVBSaE6oWJTo6msmTJ9MjowcTrpmgS1copVqEsCrGcnJyWLJkCa7UHnjj21odBwBXh0EQFc8f587F6w3cXY4nHD50iHYxobvDsV2Mrw+HDx8O2TlVyzJp0iRefe1VZs6aaXUUpZQKibAqxt588028RnB1HGp1lO/ZHFSlDWbXzp2sXLky4M17PB4cErolNOz+c+kSF0oppVRghE0xVlhYyIcffUR1SgYmIsbqOD/gTukOUfEseuutgLcd4XRS7Q3dpsgu/7kiIiJCdk6llFIqnIVNMfbhhx/idrlwte1ndZRTiY3q1N5s/PZbDhw4ENCmY2JiqPKErhir9J8rOvrMa5MppVQ4Kiws5Pjx41bHUGEmbIqx99//ABPXBhPTyuooNXKnZIAIH3zwQUDbFZsQuouUcGJTAZstbL51lFKqTjZt2sS4ceP4+c9/Tk5OTu0HKFVHYfEbdffu3ezdu4fq5O5WRzktExGLJyGNDz/6KKDbJBUfLybaHrpyLMbhO5f+ZaiUamlOvit+w4YNFiZR4SYsirFPP/0URHAnd7M6yhm5k7tzJC+PLVu2BKS9wsJCiopLQnw3pe9ce/fuDdk5lVKqKVi9ejXx8fFERkayevVqq+OoMNLsizFjDJ98+imehDRwNu15TO5WXcBm57PPPgtIe8uXLwdgQLI7IO3VRftYL8nRsPzzz0N2TqWUslpubi6bN28mJSWF5ORkvvzyS8rKyqyOpcJEsy/G9u7dS+7hw7hbd7U6Su0cEbgT0vjs8+WNbsrtdvPWooV0ijekx4VuZMwmcG7bClatWsW+fftCdl6llLLSkiVLAGjXrh1paWlUVVXx7rvvWpxKhYtmX4yd2Ijbk5BmcZK68SR04EheLkeOHGlUO++++y4HDuZwddeyOm0OHkg/S68i0gFz5/4xoPPflFKqKcrNzeWf//wnbdu2JTo6moSEBFq3bs2bb74Z1L2HVcvR7IuxnTt3Is4oTGS81VHqxBuXCsCuXbsa3EZOTg4vvfgi/Vu7GZLqClS0OouPMFzdtYxVq1azdKnuU6mUCl/GGJ5++mm8Xi/dun0/L7l79+6UlJTw4osvWphOhYtmX4wdP37ct8hrqIeHGsj457U19G7E6upqHnrwAWzeaqb1LbWs25d2qqJPKzdznn9OL1cqpcLW4sWLWbVqFd26dSMqKuq7r8fHx5Oens7SpUtZtmyZhQlVOGj2xZhvW54AVySeaqKjoxk/frxvcVNPdeDa9ldPDd1OaM6cOezI2sn0PiUkR1l3idAmMKN/KRFU89v7fkN5ebllWZRSKhjWrFnD3LlzSUlJoWPHjqc83rVrVxITE3n88cfZsWOHBQlVuGj2xVhycjLiCmwhIO5qxowZwy9/+UvGjBmDuANXjEm1L2tycnK9j33//fd55513GNu5kiFtQn958sdaRRpm9Svh4MGDPPHE4zp/TCkVNrZu3cp9991HTEwMffv2RWq4DGGz2ejfvz82m4277ror4DusqJaj2RdjnTt3xlRXIFWlAWvTOCJYunQpc+bMYenSpRhH4PZhtJUfBXy562Pv3r08/Yc/0Le1m2u6VzQqQ4VbfjDyV+Fu+Mhi39ZuJmaU8/nny7+720gppZqzLVu2cMcdd2Cz2TjrrLNwOBynfW5kZCQDBw6ksrKS2bNns3///hAmVeGi2RdjmZmZANiLDwWuUXsEFRUVLF68mIqKCrAHrhizH88hOSWF9u3b1/kYl8vFIw8/TJTNxcx+pdgb+aqVu+UHI3/ljSjGwHd35aAUFy+99KIuBquUatZWr17N7bffDsCgQYOIjIz87rGsrCyysrJOOSY2NpazzjqLsrIyZs6cybZt20KWV4WHZl+MdevWjbZt2+E42vC7E0PGXYnz+EFGjRxZ45D36SxZsoTde/Zwc+9SEiMbfykwxmF+MPJ3YoujhhKBaX3LiBI3zz7ztF6uVEo1S++++y733HMPERERZGZm/mDCPkBpaSmlpTVfhYmLiyMzMxO3283s2bO/W5Rbqbpo9sWYzWZj7Ngx2I8fQiqKrI5zRo78LIzXw5gxY+p8THl5Oa8vmM9ZKa6ALWMR7TA/GPmLbmQxBpAYYfifruVs+HYjX3/9dQBSKqVUaLhcLp555hmeeuopkpKSyMzM/MGIWF3FxMQwePBgoqOj+e1vf8trr72G1+sNQmIVbpp9MQZwxRVX4IyIwHmoCW/c6nUTlbuZzMxMevToUefD/vvf/1JWXsGVXRo3TywULuxQRUIkuiq1UqrZyM3NZdasWbz99tt06tSJAQMGnHGOWG0iIiIYNGgQ7dq1Y8GCBdx9990UFTXtgQJlvbAoxlq1asX/XHUVzqO7kfJjVsepkTN3K6a6nJtuuqlex3355Ze0iYGMxNBtedRQDhuc06aSVV9/jdsduv0ylVKqIT7//HOmTp3Kzp076d+/Pz169MBma/yvRbvdTp8+fejVqxdr165lypQprFu3LgCJVbgKi2IMYNKkScTExBB5YLXVUU7lqiDy8AbOOeccBg0aVK9Dd+/aSZe46uaypi3dEjy43G5ycnKsjqKUUjUqLy/nySef5P7778dmszF06FDatGkT0HOICB06dGDIkCFUVVXxq1/9ipdffhmXy/pliVTTEzbFWGJiIjdNmYK96CD2wmyr4/xAxIG1iPEwY8aMeh9bXl5GfETzmXMQ5/RlLSsrsziJUkqdauvWrUydOpX//Oc/dO7cmcGDBxMTExO088XHxzN06FDat2/P3/72N6ZPn667lqhThE0xBnD11VfTKT2dqOyvwds0LpPZSvNx5mcx/uqr6dKlS72PdzqdVHuaybAY4PL6sjZmzoVSSgWax+Ph9ddfZ8aMGRQWFpKZmUn37t0DclmyNna7nd69ezNgwACys7O5+eabefvtt/XOc/WdsCrGHA4Hv7r9dqgsxnl4s9VxwBiisr8iMSmRKVOmNKiJ9mkdOFJhD2yuIMor931LpaWlWZxEKaV8jh07xh133MGrr75KamoqQ4cOpVWrVvVqIysri5KSEkpKSli3bl2N643VJjU1lWHDhpGQkMAzzzzD/fffr1cRFBBmxRjA0KFDuWDkSCIPf4tUW/tN7ijYhZQcYcZttxEXF9egNjIyerCv1Im7mVyp3F3soG2b1Ab3VymlAmnnzp3cfPPNbNy4kd69e9O3b1+cTme92yktLcXj8eDxeCgqKjrtemO1ObFif0ZGBl988QW33HKLzrFV4VeMAcycMQMbXpw5660L4fUQeWgdPXr05Kc//WmDmxk8eDBVbkNWUdO/7Of2wtaiSIYMHWZ1FKWUYvPmzcyaNYvy8nIGDx5MWlpavRbcDhYRIT09nUGDBpGXl8dtt92m88hauLAsxtLS0hg3bhzO/B1IVYklGRz5WVBZwvTptzRqTsKwYcOIioxkZW7gtmQKlg0FTsqqDaNGjbI6ilKqhcvLy+Puu+9GRMjMzCQ+Pt7qSKdo1aoVmZmZVFRUcNddd1FSYs3vK2W9sCzGAK677jpsIjjytob+5MYQmbeFnr16MWxY40aJYmJiuOjii/kqL4rCKuv/ojsdY+C97GhSkls3us9KKdVYL7zwApWVlQwcOPCUbY2aktjYWAYMGEB+fj6vvfaa1XGURcK2GGvbti0XXHABkQU7wRvaBVNtJYehoohrxo8PyJD45MmT8SAs3h0dgHTQOd5DtN1LtN1L7yQXneMb//9nbb6TrCI7N065Se+kVEpZqrKykhUrVtC+ffugLlsRKAkJCbRp04aPPvrI6ijKImFbjAFcdtllGFcl9uJD9TrOG5uMsTsxdiee+HZ4Y5Prdbzj6B4iIiMZOXJkvY47nbS0NCZOvJbPD0Wy5kj9J57+2OReFXSO99A53sNvh5YyuVfjtloqrBJe2x5PRvdu/OxnP2t0PqWUaoyysjK8Xm9AR8TcbjfR0dGMHz+e6OjogO8yEhkZSWlpqe5l2UKFdTE2bNgwomNisR/bW6/jqjuPwBuTjDcmmcq+Y6nuPKLuBxsvEUXZnHfuuURHB2YkC+Dmm2+md6+ezNsaz+7jTWepi3I3PP1tAi5x8tDDjzToLiWllAqk1q1b07ZtW/Ly8gK2lpfb7WbMmDH88pe/ZMyYMQEtxjweDwUFBfTp0yck656ppiesX/WIiAjOO3cEEccPgAnNXxu20iOY6vKAjYqd4HQ6efyJ39E6pQ1PfZvI/hLrC7JyN/xhQwIHyhw88uhjpKenWx1JKaUQEaZNm0ZxcTFZWVkBKcgcDgdLly5lzpw5LF26NGDTMbxeL1u3bqW8vJxp06YFpE3V/IR1MQYwatQoTHUF9uP1u1TZUI6C3TidEZxzzjkBbzslJYVnnnuemMTWPLYuka3HrJubdbxKeHxdIrtLnDzwwINB6a9SSjXUpZdeynXXXUdOTg6bN29u9EiWw+GgoqKCxYsXU1FREZBirLq6mm+//Zb8/Hxmz57NkCFDGt2map7CvhgbMWIEsXFxOPJ3BP9kXjcRhXu54ILziY2NDcop0tLSmPviy7Rp35EnN8Sz8nDol7zIKbPx0DdJHK6M5IknfseFF14Y8gxKKVWbW2+9lZkzZ3L06FHWrl1LYWGh1ZG+k5+fz5o1aygtLeU3v/kN11xzjdWRlIXCvhiLiIjg52PH4ijch1QUBfVcjrztGFclV155ZVDP07ZtW/4490X6DxjIS1tiWbI7ilBtcbbpqIOH1ybhjkjk+Tkv6IiYUqrJEhEmTpzICy+8QEJCAuvXr2fHjh24XC7LMlVVVbF582Y2bdpEhw4deOWVV7jsssssy6OahrAvxgCuvfZanE4nEQe/Cd5J3FVE5W5k0KBMBg0aFLzz+CUmJvL0M89y+eWX86+90by4OZbqIK/g8enBCJ7aEE+7jp2Z98qf6Nu3b3BPqJRSATBgwABef/11JkyYwKFDh1i9enW9J/fHxcVht9ux2+0kJSXVe8s3Yww5OTmsXr2aY8eOcfPNN/OnP/2J7t2717c7Kgy1iAWhWrduzQ2TJ/Pqq6/iLtyPp1XngJ8jIns1uCqYOXNGwNs+HafTyb333kt6ejrz5s2joMrOHQNLiI8I7DCZ18DCXdG8tz+Kc84ZzkMPPdws1u5RSqkToqOjmTVrFpdccglPPvkkW7ZsIS8vj169ehEZGVnr8T179qzx47ooLy9n+/btFBUVMWjQIO666y694Un9QIsYGQP4xS9+QZeuXYnetxJcjVtX68fsRQdw5u/g2muvpVevXgFtuzYiwvXXX88jjzzCvrJIHvkmkSMVgXtZXV54cXMs7+2P4sorr+Txx5/QQkwp1Wz16tWLefPmMWvWLIqLi1m9ejVHjhyp07E9e/asVyF2YjRszZo1uFwu7rnnHp5//nktxNQpWkwx5nQ6eeD++7F5q4nas5xATbKS6nKi9y6nS9euTJ06NSBtNsTo0aN59tnnKJU4Hv0mkUNljX9pqzzwzLfxfJ0XwfTp0/nVr36lq+srpZo9h8PBhAkTmD9/Pt27d2fz5s3s2rUrYGuSgW/Jim3btrFjxw4yMzN54403GDNmTJPYqFw1PS2mGAPIyMhg5owZ2IsO4DiyrfENGkPk3uU4jIdHHn64TkPdwTRw4EDmvPBHiErksXWJHCht+Mtb6YGnNsSz+ZiDu+++m+uvv17fRJRSYaVTp07MnTuXcePGkZ2dzbZt2wJSkHm9XjZt2kRubi5TpkzhD3/4AykpKQFIrMKVpcWYiFwmIjtEZJeI3BuKc1599dUMO/tsog6sbvTdlY4j27AXHWTmzBl06dIlMAEbqXv37vxx7os4Y1vxxPqGjZBVe+C5b+PJKnJy//0PMHbs2CAkVUop6zmdTu644w6mTJlCbm4u+/bta3SbO3fu5OjRo9x5551MnTpVV9VXtbLsO0RE7MBc4HKgL3CdiAT99jwR4df33ktMdBRR+1Y2+HKlVJcRdXANQ4cO46qrrgpwysbp1KkTzz0/B3tUAr/fkEhhVd1HtLwGXtocy5ZCB/f++tdcfPHFQUyqlFLWExFuuukmLrnkEvbt20dZWVmD2yosLCQnJ4frrruOcePGBTClCmdWlutnA7uMMXuMMdXAQiAk37kpKSncOn06tuLD2I/uaVAbEdmrsQvceecdTfLyXefOnXnq6Wco80by9LcJVNZx2YuFO6NZkx/BzJmzdO0bpVSLISLMnj2biIgIsrOzG9xOdnY2rVu3tnQOsWp+rCzGOgAHTvr8oP9rITF27Fi6dO1K1KH19d63UioKcRzdw8QJE+jQIWSR661nz548/Mgj7C+xsWBbTK2DgF/nOnkvO4qrrrqKCRMmhCakUko1EUlJSYwePZqCgoIGzR1zu90cO3aMyy+/3PI5xKp5sbIYq2k46ZTvfhG5RUTWisja/Pz8gJ3cbrdz4w03QEUR9sL6/RXkPLyJiMgIJk6cGLA8wTJixAhuumkqK3IjWXGGrZPyK2z8eXs8/fv1Zfbs2SFMqJRSTUdmZiYul4vy8vJ6H1tSUoIxhszMzCAkU+HMymLsINDppM87Aqfs5m2MecUYM9QYMzQ1NTWgAUaPHk2rVq1x5GfV/SCPi4hje7nk4otJSkoKaJ5gueGGGxgwoD9v7oqjqIb5Y8bAa9tjEUcEDzz4kC5foZRqsbp27QrQoGLsxFyzE20oVVdWFmNrgB4i0lVEIoBrgXdCGcBut3PppZfgOH4Q3FV1O6YoG+Nx8dOf/jTI6QLHZrNxzz33UuWxsWRP9CmPrytwFKncWQAAD7pJREFUsumog1um30q7du0sSKiUUk3DiQVZGzKJv6ysjOjoaF3GQtWbZcWYMcYNzAI+BLYBbxljtoQ6x8iRI8F4sR/PqdPzHYUHiItPYMCAAUFOFljp6emMu/JKPj8USW759y+7MbB4TwydOnTQO3+UUi1ebGwsaWlpFBcX1/vYkpISevTo0SRv6lJNm6WLnxhj3jPG9DTGdDfG/D8rMvTp04eY2Fjsxw/W/mRjcJYc4pzhZ2O324MfLsAmTZqEzWbnkwPfTyzdcszBgRIbk264QS9PKqUUcPbZZ1NYWIjb7a7zMZWVlRQXFzNs2LAgJlPhqsWvROdwOBicmYmzNK/W50pFEaa6nMGDB4cgWeAlJyczctQovsiN+u5Oic8ORRIfF8tPfvITS7MppVRTcemll+LxeMjNza3zMTk5OYgIl1xySRCTqXDV4osx8N09Q8VxpKr0jM+zFx8GaLbFGMDFF19MmQvK3YIBNhyNZPSFP9HbsJVSyq9fv37079+f7OzsOo2OVVVVkZOTw+jRo0lLSwtBQhVutBiD725DthefcjPnD9iLD5GS2ob27duHIlZQDBs2DKfTQZnLRoVbqHQbzj33XKtjKaVUkyEizJw5k8rKSvbu3Vvr83fu3AnAtGnTgh1NhSktxoBu3boRn5CA/fgZijHjxVl6mGFDhzTryZmRkZH06dOHcrdQ7hZEhIEDB1odSymlmpR+/fpxxRVXcPDgQY4fP37a5+Xn53PkyBFuvPFGOnbsGMKEKpxoMYZv6Yezhw3DWXLotHtV2koLMK4qzj777BCnC7zevftQ5REqPUKH9u2Ij4+3OpJSSjU5M2bMIDU1le3bt+PxnLqnXHV1NVlZWWRkZHD99ddbkFCFCy3G/M455xxMdTm2soIaH7cfP4CIMHTo0BAnC7wuXbpggDKX0LV7htVxlFKqSYqJieHXv/41ZWVlNV6u3LlzJ263m/vuu0/vRleNosWY3/DhwxER7EU1b43kLMqmb79+JCYmhjhZ4J2YYGqQZj3/TSmlgm3IkCGMGTOGAwcOUFr6/U1ehYWF5OXlMXnyZLp3725hQhUOtBjzS0pKol///jhrKMakqgQpO8rICy6wIFngnbytVJs2bSxMopRSTd+tt95KTEwMe/bsAcAYw+7du2nTpo1enlQBocXYSUZecAFSdhSpKvnB109sJH7++edbESvgWrVq9d3HzWV/TaWUskpiYiLXXnstBQUFlJaWUlhYSHFxMTfddJMuC6QCQouxk5wotuyF+3/wdUfhfjqlp9OpU6eaDmt2YmNjv/s4ISHBwiRKKdU8XHnllTgcDg4fPsyhQ4dISEjQBV5VwGgxdpKOHTvSKT0dx8mXKt3V2EtyuSBMRsWAHyzNcXJhppRSqmaJiYkMHz6cAwcOcOTIEUaPHk1ERITVsVSY0Ns/fuS8c8/lwFtv4YlJBRHfBuLGy4gRI6yOFhRajCmlVN1MmjSJ6OhoRITx48dbHUeFES3GfmT48OEsXLgQ8VRjHJHYi3OIjo6hX79+VkcLiqioKKsjKKVUs9CvX7+w/V2grKWXKX+kf//+OJxOcFcB4Cw5TGbmoLBdQ0aLMaWUUspaWoz9SGRkJL1790a8LjBeqDjOWWedZXWsoNE7gZRSSilraTFWg359+yIeF+JxAdCnTx+LEwWPTkBVSimlrKXFWA0yMvxbBLkqAcJ6deVwvfyqlFJKNRdajNWgS5cuAIi7klatW4f1RtonL3OhlFJKqdDTYqwGJ/ZrFAwd/Ps4KqWUUkoFgxZjNYiPj8fpn0t18j6OSimllFKBpsVYDUSEhIREQPduVEoppVRwaTF2Ggn+eWJxcXEWJ1FKKaVUONNi7DTsDjsAMTExFidRSimlVDjTYuw0TtxjqCvUK6WUUiqYtBirha5Qr5RSSqlg0mKsFlqMKaWUUiqYtBirhRZjSimllAomLcZqocWYUkoppYJJi7Fa6EbaSimllAomLcZqoSNjSimllAomLcZqYbfbrY6glFJKqTCmxZhSSimllIW0GFNKKaWUspAWY0oppZRSFtJiTCmllFLKQlqMnUZmZiYAcXFxFidRSimlVDhzWB2gqZo6dSojRoygQ4cOVkdRSimlVBjTYuw0YmJiGDJkiNUxgubRRx9l06ZNVsdQSimlWjwtxlqoUaNGMWrUKKtjKKWUUi2ezhlTSimllLKQFmNKKaWUUhbSYkwppZRSykJajCmllFJKWciSYkxEnhKR7SKyUUT+JSJJVuRQSimllLKaVSNjHwP9jTEDgSzg1xblUEoppZSylCXFmDHmI2OM2//p10BHK3IopZRSSlmtKcwZmwq8b3UIpZRSSikrBG3RVxH5BGhXw0P3GWP+7X/OfYAb+OsZ2rkFuAUgPT09CEmVUkoppawTtGLMGHPxmR4XkRuBscBFxhhzhnZeAV4BGDp06Gmfp5RSSinVHMkZ6qDgnVTkMuAZYJQxJr8ex+UD+4MW7FQpQEEIzxdq4dy/cO4baP+aO+1f8xXOfQPtX6B1Nsak1vYkq4qxXUAkcNT/pa+NMbeGPEgtRGStMWao1TmCJZz7F859A+1fc6f9a77CuW+g/bOKJRuFG2MyrDivUkoppVRT0xTuplRKKaWUarG0GDuzV6wOEGTh3L9w7hto/5o77V/zFc59A+2fJSyZM6aUUkoppXx0ZEwppZRSykJajNWRiEwRkT9anSMURGSfiKRYnSMQROQhEbnL6hxKqfCi7y3hxerf8VqMKaUsVZ9faiLSRUQ2BztTUyEiltzxrtQJIjJIRL4SkS0islFEJp70WFcRWSUiO0VkkYhEWJm1OdNijO/e4LeLyJ9FZLOI/FVELhaRlf5vsrOtzthQdembiCSLyEcisl5E5gFide66qMfrdpaI/Nf/tWmWhj6NOr5Om0QkSXyOisgN/mPf8D/3PREZ6P/aehF5wP/xoyLyf6zsX0sRoNdxioj8Q0TeBT6yuEs1CkQ/re7DmdTjvaWviHwmIntE5JeWhg6ecuAGY0w/4DLgORFJ8j/2e+BZY0wPoBC42YqAAfx+7CQiH4jIDhF5MKSdMMa0+H9AF3x7ZA7AV6B+A7yGrygZB7wNTAH+aHXWIPVtDvCA//ljAAOkWJ09QH17CPgWiMa38vIBIM3q7A3sy8v+16c/sAb4k//YnUAccC8wE0jwP/6h//FlQC8L+7Ud+DOwGd8+tBcDK/25z/a/Rm8A//V/bVot7W32fxwDvAVsBBYBq4ChYfA6TgEOAq2t/r4MZj+t7kMA+vcQ8CW+BcxT8C1i7rQ6+0n5a/u5GwVs8P9bD8TXse1vgR7+/xcFgMP/9REn3nOa6OtVl5+7w0Ayvt8Xm0P5fqIjY9/ba4zZZIzxAluAT43vldqE74Vuzmrr20jgTQBjzFJ8f+E0F3V53f5tjKkwxhTgK0ya6khnbX35At9rNRJ4CRggIh2AY8aY0pMePx9YCsSJSAzQxRizI+S9+V4G8DwwEOgN/AJfxruA3/ifMxDfG+UI4AERSatDuzOAQmPMQOBRYEiAczdUY19HgI+NMcdCH71eAtHPpqwu7y1LjTFV/veWI0Bba6LWqLafu7uAmcaYQcAFQEVtDfpHBCOA3fiKliJjjNv/8EGgQ4D7UB+B+rk7aoypAP6J7/9XSGgx9r2qkz72nvS5F4t2KgiguvStua5x0pC+NdW+1taX5fjeNC8APgPygfH43mTA99feUP/jy/H9tTsN31+JVgpWwXw+sBDAGLMZ3whZU9DY1xGgLOgpGy8Q/WzK6vLecvJzPDSt3xW1/dytBJ7xX15NOqmoqpGItMc3gn2Tv82aprNY+d4aiO9Hy35XaDGmwPdNej2AiFwOtLI2TsCNE5EoEUkGRuMrWpodY8wBfJdDehhj9gAr8P11+4X/8Wp8l2EnAF/7v/7d4xYKVsHcLOY2/lhtr2O4aCn9bMLO+HNnjPkd8H/wXZL7WkR6n64hEUnAN9r+W2PM1/4vFwBJ8v1NJh2BQwHMH1B1/H68RERai0g0cCW+gjUktBhTAA8DI0VkHXApkG1xnkBbje+N5GvgUWNMk33DqINVQJb/4y/wXRZYcdLjXwB5xphy/8cdaR6//BpSMK/AV3giIn3xzRdpLmp7HcNFS+lnsyMi3f0jZ78H1uK7lFnT8yKAfwF/Mcb848TX/aNsy/CNLgHcCPw7uKkbrbbvxxX4Rv82AEuMMWtDFUxX4FdKBY2IdAH+Y4zp7/98gf/zxSceAxYDaUB3IB140hjzp9raE5FY4HWgJ75Lsv2Ba40xO4PWIaWagTr+3C0DLsR3eXUrMMUYU1VDW5OA+fgudZ4wxRizQUS64Zsq0Brfz+CkmtpQtdNiTCnVLImIHd/da5Ui0h34FOjpv1yrlFLNRlOabKiUUvURAywTESe++WO3aSGmlGqOdGRMKdXkiMgAfHM3TlZljBluRR6lwp3+zFlLizGllFJKKQvp3ZRKKaWUUhbSYkwppZRSykI6gV8p1aKJyCp8+wu2xrcAZo7/oSuNMfusyqWUajl0zphSSgEiMgXfxsCzrM6ilGpZ9DKlUqrZEJEuIrJdRP4sIptF5K8icrGIrBSRnSJytv/flyKy3v/fXv5jY0TkLRHZKCKLRGSViAw9w7mmi8hTJ31+m4g8KSIZIrJFRN4QkU3+NqP9zxkmIp+LyDci8r6INKWNo5VSTZQWY0qp5iYDeB4YiG8Ll1/g2zT8LuA3wHZgpDEmE3gAeNx/3Ayg0BgzEHgUGFLLef4G/M9Je+/dBCzwf9wXmGuMGQBUAtNFJNKf62pjzBDgTf95lFLqjHTOmFKqudlrjNkEICJbgE+NMUZENgFdgETgdRHpgW/Dcaf/uPPxFUsYYzaLyMYzncQYUyIiy4HLRWQP4DHGbBWRDH+GExsmvwncAnwG9AM+EREAO3AwQH1WSoUxLcaUUs3NyXvfeU/63IvvPe1RYJkx5ir/Pnyf+R+XBpzrz8AdwD58+/Od8OPJtsbf/kZjzAUNOI9SqgXTy5RKqXCTyPd3RE456esrgAkAItIXGFBbQ8aYlfg2ML8GWHTSQ11FZJj/4+v8bW8FOojI2f5zRIhIv4Z3QynVUmgxppQKN08CT4jISnyXCk94EUj1X568B9gIHK9De4uB5caYk5+7BZjmbysWeMUYUwWMB54RkW+B9YBuJaOUqpUubaGUahFExA44jTGVItId+BToWdvm4iLyAfCEMeZz/+cZwGJjzKCgh1ZKtQg6Z0wp1VLEAMtExIlvftdtZyrERCQZ+Ar45kQhppRSwaAjY0oppZRSFtI5Y0oppZRSFtJiTCmllFLKQlqMKaWUUkpZSIsxpZRSSikLaTGmlFJKKWUhLcaUUkoppSz0/wHF9V7Dt3y0RwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(figsize=(10, 5))\n",
    "sns.violinplot(\n",
    "    x='magType', y='mag', data=quakes[['magType', 'mag']],  \n",
    "    ax=axes, scale='width' # all violins have same width\n",
    ")\n",
    "plt.suptitle('Comparing earthquake magnitude by magType')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Faceting\n",
    "We can create subplots across subsets of our data by faceting. First, we create a `FacetGrid` specifying how to layout the plots (which categorical column goes along the rows and which one along the columns). Then, we call the `map()` method of the `FacetGrid` and pass in the plotting function we want to use (along with any additional arguments).\n",
    "\n",
    "Let's make histograms showing the distribution of earthquake magnitude in California, Alaska, and Hawaii faceted by `magType` and `parse_placed`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(\n",
    "    quakes[\n",
    "        (quakes.parsed_place.isin([\n",
    "            'California', 'Alaska', 'Hawaii'\n",
    "        ]))\\\n",
    "        & (quakes.magType.isin(['ml', 'md']))\n",
    "    ],\n",
    "    row='magType',\n",
    "    col='parsed_place'\n",
    ")\n",
    "g = g.map(plt.hist, 'mag')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
